From 06213eded5b6af00a03614c382bd26f3986bcddd Mon Sep 17 00:00:00 2001
From: luiscal4a <l.delacal@alumnos.upm.es>
Date: Tue, 18 Apr 2023 15:37:02 +0200
Subject: [PATCH] Added GetScalabilityConfig rpc to CAD: - Allows DAD to start
async csv generation - Allows DAD to send scalability parameters to CAD
---
cad_log.txt | 39160 ++++++++++++++--
proto/l3_centralizedattackdetector.proto | 9 +
scalability_accuracy.csv | 2 +
.../l3_centralizedattackdetectorClient.py | 8 +
...alizedattackdetectorServiceServicerImpl.py | 30 +-
5 files changed, 34059 insertions(+), 5150 deletions(-)
diff --git a/cad_log.txt b/cad_log.txt
index 1bc94597b..6d72e0075 100644
--- a/cad_log.txt
+++ b/cad_log.txt
@@ -1,17 +1,28649 @@
+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 10.152.183.156:7070...
+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": 60.0, "time_to_stabilize": 5.0}
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Received scalability config request
+E0418 13:24:22.010794181 108 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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.026291847229003906 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: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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 24b32c06-89b1-403b-8370-d7fefb69acac", "kpi_id_list": [], "kpi_sample_type": "KPISAMPLETYPE_L3_SECURITY_STATUS_CRYPTO", "service_id": {"service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}}
+DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "17"}}
+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 24b32c06-89b1-403b-8370-d7fefb69acac (\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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}}
+DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "18"}}
+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 24b32c06-89b1-403b-8370-d7fefb69acac (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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}}
+DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "19"}}
+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 24b32c06-89b1-403b-8370-d7fefb69acac (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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}}
+DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "20"}}
+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 24b32c06-89b1-403b-8370-d7fefb69acac (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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}}
+DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "21"}}
+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: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:self.time_interval_start: 2023-04-18 13:24:22.318010
+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: 2023-04-18 13:24:22.423413
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:No KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0007236003875732422 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:22', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 0.9978645443916321
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 244.04061770439148
+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": "10.100.200.3:13309:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0006229877471923828 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 2
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:22.427616
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824262.4281089
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824262.4281089
+}
+kpi_value {
+ floatVal: 0.997864544
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824262.4281089
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824262.4281089
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824262.4281089
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.428109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99786454}, "timestamp": {"timestamp": 1681824262.428109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.428109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.428109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.428109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0823659896850586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:22', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.12647032737732
+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": "10.100.200.3:13309:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0004951953887939453 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 3
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:22.512379
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824262.5127089
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824262.5127089
+}
+kpi_value {
+ floatVal: 0.998932242
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824262.5127089
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824262.5127089
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824262.5127089
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.512709}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99893224}, "timestamp": {"timestamp": 1681824262.512709}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.512709}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.512709}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.512709}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05459856986999512 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:22', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.1833143234253
+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": "10.100.200.3:13309:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005028247833251953 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 4
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:22.569253
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824262.5695429
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824262.5695429
+}
+kpi_value {
+ floatVal: 0.999288201
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824262.5695429
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824262.5695429
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824262.5695429
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.569543}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9992882}, "timestamp": {"timestamp": 1681824262.569543}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.569543}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.569543}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.569543}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040701866149902344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:22', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.23046207427979
+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": "10.100.200.3:13309:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005559921264648438 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 5
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:22.616441
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824262.6167171
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824262.6167171
+}
+kpi_value {
+ floatVal: 0.999466121
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824262.6167171
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824262.6167171
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824262.6167171
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.616717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994661}, "timestamp": {"timestamp": 1681824262.616717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.616717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.616717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.616717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04327654838562012 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:22', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.2759816646576
+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": "10.100.200.3:13309:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.00045990943908691406 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 6
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:22.661541
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824262.661885
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824262.661885
+}
+kpi_value {
+ floatVal: 0.999572933
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824262.661885
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824262.661885
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824262.661885
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.661885}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957293}, "timestamp": {"timestamp": 1681824262.661885}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.661885}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.661885}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.661885}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06304717063903809 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:22', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.34087562561035
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.000400543212890625 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:22.726512
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824262.7267449
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824262.7267449
+}
+kpi_value {
+ floatVal: 0.999644101
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824262.7267449
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824262.7267449
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824262.7267449
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.726745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996441}, "timestamp": {"timestamp": 1681824262.726745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.726745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.726745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.726745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07203316688537598 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:22', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.41485810279846
+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": "10.100.200.3:1854:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0004055500030517578 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 8
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:22.800337
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824262.8005619
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824262.8005619
+}
+kpi_value {
+ floatVal: 0.999389887
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824262.8005619
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824262.8005619
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824262.8005619
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.800562}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9993899}, "timestamp": {"timestamp": 1681824262.800562}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.800562}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.800562}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.800562}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03225970268249512 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:22', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.44885396957397
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.00035500526428222656 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 9
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:22.834431
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824262.8346291
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824262.8346291
+}
+kpi_value {
+ floatVal: 0.999199212
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824262.8346291
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824262.8346291
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824262.8346291
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.834629}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9991992}, "timestamp": {"timestamp": 1681824262.834629}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.834629}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.834629}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.834629}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04696774482727051 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:22', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.49791526794434
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005438327789306641 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 10
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:22.883762
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824262.884011
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824262.884011
+}
+kpi_value {
+ floatVal: 0.9990049
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824262.884011
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824262.884011
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824262.884011
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.884011}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9990049}, "timestamp": {"timestamp": 1681824262.884011}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.884011}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.884011}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824262.884011}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05022168159484863 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:22', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.55040526390076
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.6458570957183838
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0006330013275146484 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 11
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.028843
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.0291381
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.0291381
+}
+kpi_value {
+ floatVal: 0.999104381
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.0291381
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.0291381
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.0291381
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.029138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9991044}, "timestamp": {"timestamp": 1681824263.029138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.029138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.029138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.029138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02734208106994629 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.67268085479736
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005018711090087891 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 12
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.058390
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.0586491
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.0586491
+}
+kpi_value {
+ floatVal: 0.999185801
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.0586491
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.0586491
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.0586491
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.058649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9991858}, "timestamp": {"timestamp": 1681824263.058649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.058649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.058649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.058649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06357884407043457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.73821926116943
+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": "10.100.200.3:1854:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0004107952117919922 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 13
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.123720
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.123929
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.123929
+}
+kpi_value {
+ floatVal: 0.99925369
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.123929
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.123929
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.123929
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.123929}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9992537}, "timestamp": {"timestamp": 1681824263.123929}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.123929}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.123929}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.123929}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024228334426879883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.76421427726746
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0003342628479003906 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 14
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.149713
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.150418
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.150418
+}
+kpi_value {
+ floatVal: 0.99931109
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.150418
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.150418
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.150418
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.150418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9993111}, "timestamp": {"timestamp": 1681824263.150418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.150418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.150418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.150418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04249072074890137 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.8085207939148
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.001100301742553711 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 15
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.194766
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.1949761
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.1949761
+}
+kpi_value {
+ floatVal: 0.999360263
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.1949761
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.1949761
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.1949761
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.194976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99936026}, "timestamp": {"timestamp": 1681824263.194976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.194976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.194976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.194976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03528928756713867 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.84634852409363
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.00041604042053222656 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 16
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.231908
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.2321031
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.2321031
+}
+kpi_value {
+ floatVal: 0.99940294
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.2321031
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.2321031
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.2321031
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.232103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99940294}, "timestamp": {"timestamp": 1681824263.232103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.232103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.232103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.232103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05671286582946777 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.9049322605133
+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": "10.100.200.3:1854:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.00040268898010253906 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 17
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.290519
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.2907231
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.2907231
+}
+kpi_value {
+ floatVal: 0.999440253
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.2907231
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.2907231
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.2907231
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.290723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99944025}, "timestamp": {"timestamp": 1681824263.290723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.290723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.290723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.290723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039783477783203125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.94654083251953
+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": "10.100.200.3:1854:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0003769397735595703 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 18
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.332042
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.3322289
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.3322289
+}
+kpi_value {
+ floatVal: 0.999473155
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.3322289
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.3322289
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.3322289
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.332229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99947315}, "timestamp": {"timestamp": 1681824263.332229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.332229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.332229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.332229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03870654106140137 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 244.98697519302368
+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": "10.100.200.3:1439:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.00029587745666503906 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 19
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.372764
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.372963
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.372963
+}
+kpi_value {
+ floatVal: 0.99950242
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.372963
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.372963
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.372963
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.372963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995024}, "timestamp": {"timestamp": 1681824263.372963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.372963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.372963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.372963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03443336486816406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.02415680885315
+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": "10.100.200.3:1854:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007607936859130859 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 20
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.410865
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.411525
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.411525
+}
+kpi_value {
+ floatVal: 0.999416232
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.411525
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.411525
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.411525
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.411525}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99941623}, "timestamp": {"timestamp": 1681824263.411525}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.411525}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.411525}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.411525}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05961966514587402 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.0878119468689
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.4459993839263916
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007765293121337891 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 21
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.485227
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.4860311
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.4860311
+}
+kpi_value {
+ floatVal: 0.999445438
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.4860311
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.4860311
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.4860311
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.486031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99944544}, "timestamp": {"timestamp": 1681824263.486031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.486031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.486031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.486031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0377802848815918 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.13925671577454
+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": "10.100.200.3:1439:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.005422353744506836 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 22
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.530229
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.5310249
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.5310249
+}
+kpi_value {
+ floatVal: 0.999471843
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.5310249
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.5310249
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.5310249
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.531025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99947184}, "timestamp": {"timestamp": 1681824263.531025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.531025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.531025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.531025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05089974403381348 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.19824075698853
+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": "10.100.200.3:1439:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007393360137939453 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 23
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.586028
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.5868411
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.5868411
+}
+kpi_value {
+ floatVal: 0.999495864
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.5868411
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.5868411
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.5868411
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.586841}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99949586}, "timestamp": {"timestamp": 1681824263.586841}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.586841}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.586841}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.586841}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0286557674407959 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.2320613861084
+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": "10.100.200.3:1854:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0009021759033203125 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 24
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.619203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.6201849
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.6201849
+}
+kpi_value {
+ floatVal: 0.999517739
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.6201849
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.6201849
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.6201849
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.620185}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99951774}, "timestamp": {"timestamp": 1681824263.620185}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.620185}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.620185}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.620185}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.060699462890625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.29812693595886
+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": "10.100.200.3:1854:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0016989707946777344 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 25
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.687212
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.688448
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.688448
+}
+kpi_value {
+ floatVal: 0.999537885
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.688448
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.688448
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.688448
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.688448}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995379}, "timestamp": {"timestamp": 1681824263.688448}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.688448}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.688448}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.688448}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05064058303833008 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.3879611492157
+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": "10.100.200.3:1439:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0018129348754882812 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 26
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.779924
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.781405
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.781405
+}
+kpi_value {
+ floatVal: 0.999556363
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.781405
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.781405
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.781405
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.781405}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99955636}, "timestamp": {"timestamp": 1681824263.781405}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.781405}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.781405}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.781405}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04901933670043945 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.44687390327454
+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": "10.100.200.3:1439:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.03806352615356445 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 27
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.871826
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.872993
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.872993
+}
+kpi_value {
+ floatVal: 0.99957341
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.872993
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.872993
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.872993
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.872993}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995734}, "timestamp": {"timestamp": 1681824263.872993}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.872993}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.872993}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.872993}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033854007720947266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.52312350273132
+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": "10.100.200.3:1854:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0010755062103271484 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 28
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.910795
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.911526
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.911526
+}
+kpi_value {
+ floatVal: 0.999589205
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.911526
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.911526
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.911526
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.911526}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995892}, "timestamp": {"timestamp": 1681824263.911526}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.911526}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.911526}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.911526}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03589296340942383 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.5868022441864
+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": "10.100.200.3:1439:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0006110668182373047 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 29
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:23.972568
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824263.97282
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824263.97282
+}
+kpi_value {
+ floatVal: 0.999603868
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824263.97282
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824263.97282
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824263.97282
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.97282}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99960387}, "timestamp": {"timestamp": 1681824263.97282}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.97282}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.97282}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824263.97282}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028545618057250977 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:23', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.61905980110168
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.00033283233642578125 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 30
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.006147
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.007977
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.007977
+}
+kpi_value {
+ floatVal: 0.999617517
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.007977
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.007977
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.007977
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.007977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996175}, "timestamp": {"timestamp": 1681824264.007977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.007977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.007977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.007977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030329227447509766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.65341234207153
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.5555286407470703
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0010955333709716797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 31
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.132445
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.1330919
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.1330919
+}
+kpi_value {
+ floatVal: 0.999630272
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.1330919
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.1330919
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.1330919
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.133092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996303}, "timestamp": {"timestamp": 1681824264.133092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.133092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.133092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.133092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047078847885131836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.79713416099548
+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": "10.100.200.3:1439:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007162094116210938 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 32
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.184021
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.184587
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.184587
+}
+kpi_value {
+ floatVal: 0.999642193
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.184587
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.184587
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.184587
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.184587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996422}, "timestamp": {"timestamp": 1681824264.184587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.184587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.184587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.184587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03979015350341797 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.84128761291504
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.001298666000366211 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 33
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.229433
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.230356
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.230356
+}
+kpi_value {
+ floatVal: 0.999653399
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.230356
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.230356
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.230356
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.230356}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996534}, "timestamp": {"timestamp": 1681824264.230356}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.230356}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.230356}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.230356}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05196881294250488 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.8976593017578
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007350444793701172 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 34
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.284447
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.284997
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.284997
+}
+kpi_value {
+ floatVal: 0.999599159
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.284997
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.284997
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.284997
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.284997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99959916}, "timestamp": {"timestamp": 1681824264.284997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.284997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.284997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.284997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030798912048339844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.93208956718445
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007727146148681641 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 35
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.319069
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.3200581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.3200581
+}
+kpi_value {
+ floatVal: 0.999536
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.3200581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.3200581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.3200581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.320058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999536}, "timestamp": {"timestamp": 1681824264.320058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.320058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.320058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.320058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0572509765625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 245.9934287071228
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0008571147918701172 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 36
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.380660
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.381573
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.381573
+}
+kpi_value {
+ floatVal: 0.999480665
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.381573
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.381573
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.381573
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.381573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99948066}, "timestamp": {"timestamp": 1681824264.381573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.381573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.381573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.381573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038897037506103516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.03694796562195
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007464885711669922 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 37
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.424033
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.424768
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.424768
+}
+kpi_value {
+ floatVal: 0.999495089
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.424768
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.424768
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.424768
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.424768}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994951}, "timestamp": {"timestamp": 1681824264.424768}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.424768}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.424768}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.424768}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.059380292892456055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.10109996795654
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0010161399841308594 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 38
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.488537
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.489423
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.489423
+}
+kpi_value {
+ floatVal: 0.999508739
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.489423
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.489423
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.489423
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.489423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99950874}, "timestamp": {"timestamp": 1681824264.489423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.489423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.489423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.489423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027135610580444336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.13299775123596
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0009796619415283203 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 39
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.520191
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.5210071
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.5210071
+}
+kpi_value {
+ floatVal: 0.999521613
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.5210071
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.5210071
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.5210071
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.521007}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995216}, "timestamp": {"timestamp": 1681824264.521007}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.521007}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.521007}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.521007}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06830453872680664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.2058663368225
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0008392333984375 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 40
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.592732
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.5935259
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.5935259
+}
+kpi_value {
+ floatVal: 0.999533892
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.5935259
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.5935259
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.5935259
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.593526}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995339}, "timestamp": {"timestamp": 1681824264.593526}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.593526}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.593526}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.593526}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037247419357299805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.247323513031
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.5022172927856445
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.001802206039428711 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 41
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.742581
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.7439339
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.7439339
+}
+kpi_value {
+ floatVal: 0.999545574
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.7439339
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.7439339
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.7439339
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.743934}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995456}, "timestamp": {"timestamp": 1681824264.743934}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.743934}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.743934}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.743934}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.050020694732666016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.40994882583618
+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": "10.100.200.3:1439:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0010979175567626953 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 42
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.798267
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.799299
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.799299
+}
+kpi_value {
+ floatVal: 0.999556661
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.799299
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.799299
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.799299
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.799299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99955666}, "timestamp": {"timestamp": 1681824264.799299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.799299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.799299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.799299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03715395927429199 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.45362281799316
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Inference performed in 0.0014765262603759766 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 43
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.842430
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.843751
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.843751
+}
+kpi_value {
+ floatVal: 0.999567211
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.843751
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.843751
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.843751
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.843751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995672}, "timestamp": {"timestamp": 1681824264.843751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.843751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.843751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.843751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0370485782623291 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.49787831306458
+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": "10.100.200.3:47311:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.001733541488647461 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 44
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.886964
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.88833
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.88833
+}
+kpi_value {
+ floatVal: 0.999577284
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.88833
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.88833
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.88833
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.88833}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995773}, "timestamp": {"timestamp": 1681824264.88833}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.88833}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.88833}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.88833}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04713177680969238 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.55045986175537
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005366802215576172 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 45
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.936536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.936918
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.936918
+}
+kpi_value {
+ floatVal: 0.999538362
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.936918
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.936918
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.936918
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.936918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99953836}, "timestamp": {"timestamp": 1681824264.936918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.936918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.936918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.936918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.046706199645996094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.59976363182068
+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": "10.100.200.3:47311:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005767345428466797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 46
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:24.985970
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824264.9863429
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824264.9863429
+}
+kpi_value {
+ floatVal: 0.999548614
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824264.9863429
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824264.9863429
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824264.9863429
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.986343}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995486}, "timestamp": {"timestamp": 1681824264.986343}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.986343}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.986343}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824264.986343}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029137611389160156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:24', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.63158321380615
+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": "10.100.200.3:47311:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0006506443023681641 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 47
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.017695
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.01806
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.01806
+}
+kpi_value {
+ floatVal: 0.999558389
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.01806
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.01806
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.01806
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.01806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995584}, "timestamp": {"timestamp": 1681824265.01806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.01806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.01806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.01806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07289981842041016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.70688724517822
+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": "10.100.200.3:1439:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0004916191101074219 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 48
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.092962
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.0932441
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.0932441
+}
+kpi_value {
+ floatVal: 0.999567807
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.0932441
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.0932441
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.0932441
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.093244}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995678}, "timestamp": {"timestamp": 1681824265.093244}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.093244}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.093244}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.093244}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06314253807067871 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.77259635925293
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007381439208984375 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 49
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.159348
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.1595659
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.1595659
+}
+kpi_value {
+ floatVal: 0.999576807
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.1595659
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.1595659
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.1595659
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.159566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995768}, "timestamp": {"timestamp": 1681824265.159566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.159566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.159566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.159566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07141304016113281 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.8472146987915
+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": "10.100.200.3:47311:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007746219635009766 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 50
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.236323
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.236763
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.236763
+}
+kpi_value {
+ floatVal: 0.99958545
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.236763
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.236763
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.236763
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.236763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99958545}, "timestamp": {"timestamp": 1681824265.236763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.236763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.236763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.236763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06734395027160645 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 246.91747999191284
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.5638508796691895
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007936954498291016 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 51
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.410666
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.411098
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.411098
+}
+kpi_value {
+ floatVal: 0.999593735
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.411098
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.411098
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.411098
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.411098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99959373}, "timestamp": {"timestamp": 1681824265.411098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.411098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.411098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.411098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04473614692687988 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.07171082496643
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005495548248291016 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 52
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.458142
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.4585209
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.4585209
+}
+kpi_value {
+ floatVal: 0.999601722
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.4585209
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.4585209
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.4585209
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.458521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996017}, "timestamp": {"timestamp": 1681824265.458521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.458521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.458521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.458521}}
+DEBUG:monitoring.client.MonitoringClient: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': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.10598373413086
+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": "10.100.200.3:47311:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005552768707275391 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 53
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.492239
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.4925439
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.4925439
+}
+kpi_value {
+ floatVal: 0.999568284
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.4925439
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.4925439
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.4925439
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.492544}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995683}, "timestamp": {"timestamp": 1681824265.492544}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.492544}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.492544}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.492544}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025318145751953125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.13384819030762
+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": "10.100.200.3:47311:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005021095275878906 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 54
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.519862
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.520175
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.520175
+}
+kpi_value {
+ floatVal: 0.999576449
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.520175
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.520175
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.520175
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.520175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957645}, "timestamp": {"timestamp": 1681824265.520175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.520175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.520175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.520175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06502008438110352 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.20131635665894
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0006604194641113281 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 55
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.587361
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.5875831
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.5875831
+}
+kpi_value {
+ floatVal: 0.999584258
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.5875831
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.5875831
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.5875831
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.587583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99958426}, "timestamp": {"timestamp": 1681824265.587583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.587583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.587583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.587583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03657126426696777 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.24046730995178
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.00047850608825683594 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 56
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.626600
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.626893
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.626893
+}
+kpi_value {
+ floatVal: 0.999591827
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.626893
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.626893
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.626893
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.626893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995918}, "timestamp": {"timestamp": 1681824265.626893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.626893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.626893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.626893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07693862915039062 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.3201711177826
+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": "10.100.200.3:47311:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.004749298095703125 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 57
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.710509
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.7107511
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.7107511
+}
+kpi_value {
+ floatVal: 0.999599159
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.7107511
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.7107511
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.7107511
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.710751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99959916}, "timestamp": {"timestamp": 1681824265.710751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.710751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.710751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.710751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07873082160949707 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.405513048172
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0004398822784423828 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 58
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.791147
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.7913361
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.7913361
+}
+kpi_value {
+ floatVal: 0.999606192
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.7913361
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.7913361
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.7913361
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.791336}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996062}, "timestamp": {"timestamp": 1681824265.791336}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.791336}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.791336}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.791336}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030553340911865234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.43805575370789
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007469654083251953 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 59
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.823968
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.824158
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.824158
+}
+kpi_value {
+ floatVal: 0.999612927
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.824158
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.824158
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.824158
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.824158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996129}, "timestamp": {"timestamp": 1681824265.824158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.824158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.824158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.824158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022216081619262695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.46239829063416
+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": "10.100.200.3:47311:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.00029277801513671875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 60
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:25.847822
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824265.848037
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824265.848037
+}
+kpi_value {
+ floatVal: 0.999619544
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824265.848037
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824265.848037
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824265.848037
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.848037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961954}, "timestamp": {"timestamp": 1681824265.848037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.848037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.848037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824265.848037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03910183906555176 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:25', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.50322365760803
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.4788687229156494
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007977485656738281 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 61
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.123171
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.1237831
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.1237831
+}
+kpi_value {
+ floatVal: 0.999625862
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.1237831
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.1237831
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.1237831
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.123783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99962586}, "timestamp": {"timestamp": 1681824266.123783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.123783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.123783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.123783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03759503364562988 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.7769901752472
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.000316619873046875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 62
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.162405
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.162581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.162581
+}
+kpi_value {
+ floatVal: 0.999632
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.162581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.162581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.162581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.162581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999632}, "timestamp": {"timestamp": 1681824266.162581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.162581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.162581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.162581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032354116439819336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.81104469299316
+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": "10.100.200.3:47311:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.00037598609924316406 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 63
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.196556
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.1967909
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.1967909
+}
+kpi_value {
+ floatVal: 0.999637902
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.1967909
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.1967909
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.1967909
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.196791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996379}, "timestamp": {"timestamp": 1681824266.196791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.196791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.196791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.196791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038753509521484375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.8515636920929
+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": "10.100.200.3:50995:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0003685951232910156 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 64
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.237400
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.237607
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.237607
+}
+kpi_value {
+ floatVal: 0.999643683
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.237607
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.237607
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.237607
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.237607}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996437}, "timestamp": {"timestamp": 1681824266.237607}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.237607}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.237607}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.237607}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052303314208984375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.90606570243835
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0003185272216796875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 65
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.291474
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.291723
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.291723
+}
+kpi_value {
+ floatVal: 0.999615848
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.291723
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.291723
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.291723
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.291723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961585}, "timestamp": {"timestamp": 1681824266.291723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.291723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.291723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.291723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03415203094482422 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.94193053245544
+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": "10.100.200.3:50995:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0006470680236816406 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 66
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.327653
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.3278551
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.3278551
+}
+kpi_value {
+ floatVal: 0.999621809
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.3278551
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.3278551
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.3278551
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.327855}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996218}, "timestamp": {"timestamp": 1681824266.327855}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.327855}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.327855}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.327855}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047647953033447266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 247.99156618118286
+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": "10.100.200.3:55705:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.00037741661071777344 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 67
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.377047
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.3772621
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.3772621
+}
+kpi_value {
+ floatVal: 0.999588907
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.3772621
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.3772621
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.3772621
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.377262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995889}, "timestamp": {"timestamp": 1681824266.377262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.377262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.377262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.377262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048293352127075195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.04163575172424
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0004119873046875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 68
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.427256
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.4274571
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.4274571
+}
+kpi_value {
+ floatVal: 0.999563158
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.4274571
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.4274571
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.4274571
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.427457}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99956316}, "timestamp": {"timestamp": 1681824266.427457}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.427457}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.427457}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.427457}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04385733604431152 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.08806777000427
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.001277923583984375 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 69
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.476971
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.478183
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.478183
+}
+kpi_value {
+ floatVal: 0.999538183
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.478183
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.478183
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.478183
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.478183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995382}, "timestamp": {"timestamp": 1681824266.478183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.478183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.478183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.478183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041113853454589844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.13602900505066
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0009913444519042969 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 70
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.524417
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.525399
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.525399
+}
+kpi_value {
+ floatVal: 0.999507904
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.525399
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.525399
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.525399
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.525399}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995079}, "timestamp": {"timestamp": 1681824266.525399}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.525399}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.525399}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.525399}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07021617889404297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.2121102809906
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.47582411766052246
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0008695125579833984 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 71
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.684100
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.6846681
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.6846681
+}
+kpi_value {
+ floatVal: 0.999480665
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.6846681
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.6846681
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.6846681
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.684668}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99948066}, "timestamp": {"timestamp": 1681824266.684668}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.684668}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.684668}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.684668}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03531503677368164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.33692479133606
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0021762847900390625 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 72
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.725132
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.7257979
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.7257979
+}
+kpi_value {
+ floatVal: 0.999487936
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.7257979
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.7257979
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.7257979
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.725798}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99948794}, "timestamp": {"timestamp": 1681824266.725798}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.725798}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.725798}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.725798}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03690052032470703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.37887167930603
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0006659030914306641 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 73
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.765409
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.7660789
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.7660789
+}
+kpi_value {
+ floatVal: 0.999495089
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.7660789
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.7660789
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.7660789
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.766079}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994951}, "timestamp": {"timestamp": 1681824266.766079}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.766079}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.766079}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.766079}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039717912673950195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.4224636554718
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"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 0.000919342041015625 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 74
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.809893
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.8105149
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.8105149
+}
+kpi_value {
+ floatVal: 0.999502
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.8105149
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.8105149
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.8105149
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.810515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999502}, "timestamp": {"timestamp": 1681824266.810515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.810515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.810515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.810515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028923749923706055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.45561480522156
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007123947143554688 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 75
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.842257
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.843415
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.843415
+}
+kpi_value {
+ floatVal: 0.999508739
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.843415
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.843415
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.843415
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.843415}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99950874}, "timestamp": {"timestamp": 1681824266.843415}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.843415}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.843415}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.843415}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052659034729003906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.51202201843262
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0008425712585449219 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 76
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.898822
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.8993521
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.8993521
+}
+kpi_value {
+ floatVal: 0.999515235
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.8993521
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.8993521
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.8993521
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.899352}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99951524}, "timestamp": {"timestamp": 1681824266.899352}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.899352}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.899352}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.899352}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024794816970825195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.54040479660034
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005967617034912109 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 77
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.926755
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.9273119
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.9273119
+}
+kpi_value {
+ floatVal: 0.999521613
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.9273119
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.9273119
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.9273119
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.927312}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995216}, "timestamp": {"timestamp": 1681824266.927312}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.927312}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.927312}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.927312}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05950736999511719 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.6030616760254
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.000576019287109375 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 78
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:26.989303
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824266.98991
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824266.98991
+}
+kpi_value {
+ floatVal: 0.999527872
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824266.98991
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824266.98991
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824266.98991
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.98991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995279}, "timestamp": {"timestamp": 1681824266.98991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.98991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.98991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824266.98991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027150392532348633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:26', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.63331294059753
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0006237030029296875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 79
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.019811
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.020416
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.020416
+}
+kpi_value {
+ floatVal: 0.999533892
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.020416
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.020416
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.020416
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.020416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995339}, "timestamp": {"timestamp": 1681824267.020416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.020416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.020416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.020416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0565953254699707 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.6934895515442
+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": "10.100.200.3:58060:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0008516311645507812 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 80
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.080780
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.081341
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.081341
+}
+kpi_value {
+ floatVal: 0.999539793
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.081341
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.081341
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.081341
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.081341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995398}, "timestamp": {"timestamp": 1681824267.081341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.081341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.081341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.081341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026874780654907227 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.7247669696808
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.4280729293823242
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0006175041198730469 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 81
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.117021
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.1175389
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.1175389
+}
+kpi_value {
+ floatVal: 0.999518871
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.1175389
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.1175389
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.1175389
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.117539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995189}, "timestamp": {"timestamp": 1681824267.117539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.117539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.117539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.117539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08241438865661621 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.8158860206604
+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": "10.100.200.3:50995:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0006530284881591797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 82
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.202239
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.2026341
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.2026341
+}
+kpi_value {
+ floatVal: 0.999524832
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.2026341
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.2026341
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.2026341
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.202634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99952483}, "timestamp": {"timestamp": 1681824267.202634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.202634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.202634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.202634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04616045951843262 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.8647358417511
+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": "10.100.200.3:50995:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0004589557647705078 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 83
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.250589
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.250829
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.250829
+}
+kpi_value {
+ floatVal: 0.999530613
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.250829
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.250829
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.250829
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.250829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995306}, "timestamp": {"timestamp": 1681824267.250829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.250829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.250829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.250829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03262925148010254 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.8994541168213
+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": "10.100.200.3:55705:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.00035881996154785156 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 84
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.284892
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.285078
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.285078
+}
+kpi_value {
+ floatVal: 0.999536276
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.285078
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.285078
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.285078
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.285078}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995363}, "timestamp": {"timestamp": 1681824267.285078}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.285078}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.285078}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.285078}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.043527841567993164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 248.94487071037292
+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": "10.100.200.3:58060:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005197525024414062 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 85
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.331249
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.331862
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.331862
+}
+kpi_value {
+ floatVal: 0.999511421
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.331862
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.331862
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.331862
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.331862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995114}, "timestamp": {"timestamp": 1681824267.331862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.331862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.331862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.331862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08482933044433594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.03254508972168
+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": "10.100.200.3:50995:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0006155967712402344 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 86
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.418811
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.419014
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.419014
+}
+kpi_value {
+ floatVal: 0.999487162
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.419014
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.419014
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.419014
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.419014}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99948716}, "timestamp": {"timestamp": 1681824267.419014}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.419014}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.419014}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.419014}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.09471511840820312 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.13006401062012
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.002785921096801758 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 87
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.518229
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.51859
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.51859
+}
+kpi_value {
+ floatVal: 0.999493122
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.51859
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.51859
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.51859
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.51859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994931}, "timestamp": {"timestamp": 1681824267.51859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.51859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.51859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.51859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0601201057434082 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.19521284103394
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007658004760742188 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 88
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.582065
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.58266
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.58266
+}
+kpi_value {
+ floatVal: 0.999498963
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.58266
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.58266
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.58266
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.58266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99949896}, "timestamp": {"timestamp": 1681824267.58266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.58266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.58266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.58266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05406546592712402 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.2525613307953
+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": "10.100.200.3:58060:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0004754066467285156 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 89
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.638563
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.6388741
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.6388741
+}
+kpi_value {
+ floatVal: 0.999504685
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.6388741
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.6388741
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.6388741
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.638874}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995047}, "timestamp": {"timestamp": 1681824267.638874}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.638874}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.638874}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.638874}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.049224138259887695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.3042869567871
+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": "10.100.200.3:55705:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005028247833251953 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 90
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.690000
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.6902349
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.6902349
+}
+kpi_value {
+ floatVal: 0.999483228
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.6902349
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.6902349
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.6902349
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.690235}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994832}, "timestamp": {"timestamp": 1681824267.690235}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.690235}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.690235}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.690235}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05066108703613281 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.3569941520691
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.6262540817260742
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0008409023284912109 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 91
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.848869
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.8491471
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.8491471
+}
+kpi_value {
+ floatVal: 0.999462306
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.8491471
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.8491471
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.8491471
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.849147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994623}, "timestamp": {"timestamp": 1681824267.849147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.849147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.849147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.849147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03428292274475098 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.49962329864502
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0004317760467529297 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 92
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.885562
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.8860581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.8860581
+}
+kpi_value {
+ floatVal: 0.999468207
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.8860581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.8860581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.8860581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.886058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994682}, "timestamp": {"timestamp": 1681824267.886058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.886058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.886058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.886058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04044079780578613 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.5437581539154
+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": "10.100.200.3:50995:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007293224334716797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 93
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:27.931358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824267.932363
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824267.932363
+}
+kpi_value {
+ floatVal: 0.999450803
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824267.932363
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824267.932363
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824267.932363
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.932363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994508}, "timestamp": {"timestamp": 1681824267.932363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.932363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.932363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824267.932363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.09119343757629395 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:27', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.63955640792847
+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": "10.100.200.3:50995:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0007550716400146484 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 94
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.025719
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.026212
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.026212
+}
+kpi_value {
+ floatVal: 0.999456704
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.026212
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.026212
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.026212
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.026212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994567}, "timestamp": {"timestamp": 1681824268.026212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.026212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.026212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.026212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03414273262023926 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.6763195991516
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0009810924530029297 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 95
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.072302
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.073262
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.073262
+}
+kpi_value {
+ floatVal: 0.999462485
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.073262
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.073262
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.073262
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.073262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994625}, "timestamp": {"timestamp": 1681824268.073262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.073262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.073262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.073262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03570675849914551 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.7245421409607
+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": "10.100.200.3:50995:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.0005674362182617188 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 96
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.111146
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.111474
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.111474
+}
+kpi_value {
+ floatVal: 0.999441266
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.111474
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.111474
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.111474
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.111474}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99944127}, "timestamp": {"timestamp": 1681824268.111474}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.111474}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.111474}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.111474}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03560209274291992 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.76299500465393
+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": "10.100.200.3:58060:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Inference performed in 0.0005779266357421875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 97
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.171437
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.1718359
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.1718359
+}
+kpi_value {
+ floatVal: 0.999447107
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.1718359
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.1718359
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.1718359
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.171836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994471}, "timestamp": {"timestamp": 1681824268.171836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.171836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.171836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.171836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03384757041931152 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.82154035568237
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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 0.00032138824462890625 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 98
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.207200
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.2099559
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.2099559
+}
+kpi_value {
+ floatVal: 0.999452829
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.2099559
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.2099559
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.2099559
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.209956}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994528}, "timestamp": {"timestamp": 1681824268.209956}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.209956}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.209956}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.209956}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04384922981262207 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.867285490036
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Inference performed in 0.0003991127014160156 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 99
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.252693
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.252893
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.252893
+}
+kpi_value {
+ floatVal: 0.999458373
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.252893
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.252893
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.252893
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.252893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994584}, "timestamp": {"timestamp": 1681824268.252893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.252893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.252893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.252893}}
+DEBUG:monitoring.client.MonitoringClient: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': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.90292310714722
+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": "10.100.200.3:58060:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Inference performed in 0.0003020763397216797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 100
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.288136
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.288317
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.288317
+}
+kpi_value {
+ floatVal: 0.999463856
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.288317
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.288317
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.288317
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.288317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99946386}, "timestamp": {"timestamp": 1681824268.288317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.288317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.288317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.288317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023260116577148438 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 249.92765164375305
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.4651954174041748
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0006080840969006393
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0022458066954055174
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025040702894330025
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.04700517654418945 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 101
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.365674
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.365989
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.365989
+}
+kpi_value {
+ floatVal: 0.999469221
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.365989
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.365989
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.365989
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.365989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994692}, "timestamp": {"timestamp": 1681824268.365989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.365989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.365989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.365989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025017261505126953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.00740838050842
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0006050232725957518
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0022349824204491897
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025180898956023157
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0056798458099365234 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 102
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.399512
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.400454
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.400454
+}
+kpi_value {
+ floatVal: 0.999474466
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.400454
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.400454
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.400454
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.400454}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99947447}, "timestamp": {"timestamp": 1681824268.400454}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.400454}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.400454}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.400454}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0362393856048584 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.05609440803528
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0006008979692621138
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0022244967299481114
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025040702894330025
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004778385162353516 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 103
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.446979
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.4471941
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.4471941
+}
+kpi_value {
+ floatVal: 0.999479651
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.4471941
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.4471941
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.4471941
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.447194}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99947965}, "timestamp": {"timestamp": 1681824268.447194}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.447194}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.447194}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.447194}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0568842887878418 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.12013506889343
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005970214691702635
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.002214125759043345
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025030699907802045
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015349388122558594 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 104
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.506887
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.507107
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.507107
+}
+kpi_value {
+ floatVal: 0.999484658
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.507107
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.507107
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.507107
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.507107}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99948466}, "timestamp": {"timestamp": 1681824268.507107}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.507107}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.507107}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.507107}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0450592041015625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.16823840141296
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0005934906358431493
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.002203851253459698
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025020696921274066
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016567707061767578 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 105
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.555082
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.5553141
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.5553141
+}
+kpi_value {
+ floatVal: 0.999489665
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.5553141
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.5553141
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.5553141
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.555314}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99948967}, "timestamp": {"timestamp": 1681824268.555314}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.555314}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.555314}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.555314}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03862309455871582 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.21000266075134
+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": "10.100.200.3:50995:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 3.0}, {"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:Average inference time: 0.000589624393779679
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.002193788843222625
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024921499425545335
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014767646789550781 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 106
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.596569
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.59679
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.59679
+}
+kpi_value {
+ floatVal: 0.999494493
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.59679
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.59679
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.59679
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.59679}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9994945}, "timestamp": {"timestamp": 1681824268.59679}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.59679}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.59679}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.59679}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029609203338623047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.24382710456848
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0005860597544750112
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0021838218335188623
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024822301929816604
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002805471420288086 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 107
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.632823
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.6330919
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.6330919
+}
+kpi_value {
+ floatVal: 0.999499261
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.6330919
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.6330919
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.6330919
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.633092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99949926}, "timestamp": {"timestamp": 1681824268.633092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.633092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.633092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.633092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07126784324645996 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.32184052467346
+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": "10.100.200.3:55705:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.000584020766028617
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0021737903584468365
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024921499425545335
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032494068145751953 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 108
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.711821
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.7127891
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.7127891
+}
+kpi_value {
+ floatVal: 0.99950397
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.7127891
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.7127891
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.7127891
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.712789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99950397}, "timestamp": {"timestamp": 1681824268.712789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.712789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.712789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.712789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0322420597076416 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.36166524887085
+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": "10.100.200.3:50995:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0005806193370884712
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.002164084583378033
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024822301929816604
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003052234649658203 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 109
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.752080
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.7532041
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.7532041
+}
+kpi_value {
+ floatVal: 0.99950856
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.7532041
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.7532041
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.7532041
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.753204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99950856}, "timestamp": {"timestamp": 1681824268.753204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.753204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.753204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.753204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04772019386291504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.41801929473877
+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": "10.100.200.3:55705:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005777663064443253
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0021544312963286045
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024921499425545335
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004305362701416016 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 110
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.809089
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.81016
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.81016
+}
+kpi_value {
+ floatVal: 0.99951303
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.81016
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.81016
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.81016
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.81016}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99951303}, "timestamp": {"timestamp": 1681824268.81016}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.81016}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.81016}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.81016}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029221534729003906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.45601296424866
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.5231976509094238
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.000574490177625505
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0021449799204013528
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024822301929816604
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001523733139038086 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 111
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.849404
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.8496349
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.8496349
+}
+kpi_value {
+ floatVal: 0.9995175
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.8496349
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.8496349
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.8496349
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.849635}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995175}, "timestamp": {"timestamp": 1681824268.849635}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.849635}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.849635}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.849635}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05513811111450195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.5208501815796
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005735697564627376
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0021354046651917203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024921499425545335
+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: 112
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.907928
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.9081659
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.9081659
+}
+kpi_value {
+ floatVal: 0.999521852
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.9081659
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.9081659
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.9081659
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.908166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99952185}, "timestamp": {"timestamp": 1681824268.908166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.908166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.908166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.908166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0443730354309082 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.56859135627747
+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": "10.100.200.3:50995:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0005709399094195229
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0021261171462784345
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025020696921274066
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016398429870605469 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 113
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.955326
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824268.9555509
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824268.9555509
+}
+kpi_value {
+ floatVal: 0.999526083
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824268.9555509
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824268.9555509
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824268.9555509
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.955551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995261}, "timestamp": {"timestamp": 1681824268.955551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.955551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.955551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824268.955551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041930437088012695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.61352944374084
+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": "10.100.200.3:58060:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.000567481673338957
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0021170907224248897
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024921499425545335
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0012345314025878906 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 114
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:28.999841
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.0000391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.0000391
+}
+kpi_value {
+ floatVal: 0.999530315
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.0000391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.0000391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.0000391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.000039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995303}, "timestamp": {"timestamp": 1681824269.000039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.000039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.000039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.000039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04427027702331543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:28', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.66037797927856
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005661257542669773
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0021079155981518077
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025020696921274066
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015645027160644531 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 115
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.046977
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.0471721
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.0471721
+}
+kpi_value {
+ floatVal: 0.999534428
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.0471721
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.0471721
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.0471721
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.047172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995344}, "timestamp": {"timestamp": 1681824269.047172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.047172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.047172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.047172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05395364761352539 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.71888518333435
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005630784721218113
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.002099064474936239
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024921499425545335
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0037109851837158203 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 116
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.109870
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.1110189
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.1110189
+}
+kpi_value {
+ floatVal: 0.999538481
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.1110189
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.1110189
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.1110189
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.111019}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995385}, "timestamp": {"timestamp": 1681824269.111019}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.111019}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.111019}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.111019}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04629373550415039 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.77377653121948
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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}]}
+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: 0.0005606205961826202
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.002090242500667568
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025020696921274066
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002942800521850586 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 117
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.163454
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.164417
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.164417
+}
+kpi_value {
+ floatVal: 0.999542415
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.164417
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.164417
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.164417
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.164417}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995424}, "timestamp": {"timestamp": 1681824269.164417}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.164417}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.164417}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.164417}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03621315956115723 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.8170986175537
+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": "10.100.200.3:58060:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005573940402196751
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0020816592833185483
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024921499425545335
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025017261505126953 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 118
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.205922
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.20674
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.20674
+}
+kpi_value {
+ floatVal: 0.999546349
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.20674
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.20674
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.20674
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.20674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99954635}, "timestamp": {"timestamp": 1681824269.20674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.20674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.20674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.20674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03688549995422363 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.86038374900818
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005548638883516381
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0020730765634319193
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00025020696921274066
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025599002838134766 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 119
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.249482
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.2503271
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.2503271
+}
+kpi_value {
+ floatVal: 0.999550164
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.2503271
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.2503271
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.2503271
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.250327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99955016}, "timestamp": {"timestamp": 1681824269.250327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.250327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.250327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.250327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04849076271057129 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.9142084121704
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005520040474948473
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0020646563834238103
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024921499425545335
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002085447311401367 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 120
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.301505
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.301755
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.301755
+}
+kpi_value {
+ floatVal: 0.999554
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.301755
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.301755
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.301755
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.301755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999554}, "timestamp": {"timestamp": 1681824269.301755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.301755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.301755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.301755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04260563850402832 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 250.96038842201233
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.4976372718811035
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005493246337345009
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0020563165347493692
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024822301929816604
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014269351959228516 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 121
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.352769
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.3530011
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.3530011
+}
+kpi_value {
+ floatVal: 0.999557674
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.3530011
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.3530011
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.3530011
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.353001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995577}, "timestamp": {"timestamp": 1681824269.353001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.353001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.353001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.353001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06082034111022949 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.0300624370575
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0005475743664199579
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0020479621679765614
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024921499425545335
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021409988403320312 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 122
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.417648
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.4180391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.4180391
+}
+kpi_value {
+ floatVal: 0.999561369
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.4180391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.4180391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.4180391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.418039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99956137}, "timestamp": {"timestamp": 1681824269.418039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.418039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.418039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.418039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048979997634887695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.0829107761383
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005447447864997496
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0020398595698028978
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024822301929816604
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014600753784179688 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 123
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.469615
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.4706559
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.4706559
+}
+kpi_value {
+ floatVal: 0.999564946
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.4706559
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.4706559
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.4706559
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.470656}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99956495}, "timestamp": {"timestamp": 1681824269.470656}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.470656}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.470656}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.470656}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03049778938293457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.11633253097534
+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": "10.100.200.3:13309:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005417477880274096
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0020318895591596624
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024635152658447623
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013272762298583984 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 124
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.502706
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.50295
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.50295
+}
+kpi_value {
+ floatVal: 0.999568462
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.50295
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.50295
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.50295
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.50295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99956846}, "timestamp": {"timestamp": 1681824269.50295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.50295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.50295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.50295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02396678924560547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.14294958114624
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.000538651341572404
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0020240393990180903
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024448003387078643
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013284683227539062 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 125
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.529400
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.529618
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.529618
+}
+kpi_value {
+ floatVal: 0.999572
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.529618
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.529618
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.529618
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.529618}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999572}, "timestamp": {"timestamp": 1681824269.529618}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.529618}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.529618}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.529618}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06411862373352051 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.2098650932312
+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": "10.100.200.3:55705:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005356423946703592
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0020162721629877925
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024440852575935423
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013284683227539062 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 126
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.596285
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.5964971
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.5964971
+}
+kpi_value {
+ floatVal: 0.999575377
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.5964971
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.5964971
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.5964971
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.596497}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995754}, "timestamp": {"timestamp": 1681824269.596497}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.596497}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.596497}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.596497}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04926156997680664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.26193118095398
+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": "10.100.200.3:13309:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005335482263636929
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00200845596327678
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024448003387078643
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019903182983398438 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 127
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.674121
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.674367
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.674367
+}
+kpi_value {
+ floatVal: 0.999578774
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.674367
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.674367
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.674367
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.674367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995788}, "timestamp": {"timestamp": 1681824269.674367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.674367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.674367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.674367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06613516807556152 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.35757660865784
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0005311690601956798
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0020007747059002413
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024440852575935423
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025458335876464844 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 128
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.747790
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.7480929
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.7480929
+}
+kpi_value {
+ floatVal: 0.999582052
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.7480929
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.7480929
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.7480929
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.748093}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99958205}, "timestamp": {"timestamp": 1681824269.748093}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.748093}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.748093}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.748093}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04773449897766113 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.4118173122406
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005283161994185327
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0019932660167579046
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024433701764792204
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016281604766845703 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 129
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.798696
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.7989321
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.7989321
+}
+kpi_value {
+ floatVal: 0.99958533
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.7989321
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.7989321
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.7989321
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.798932}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99958533}, "timestamp": {"timestamp": 1681824269.798932}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.798932}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.798932}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.798932}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030203819274902344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.44520807266235
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 9.0}, {"feature": 6.0}, {"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: 0.0005255770905373188
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001985828513243363
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024418800603598356
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0012559890747070312 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 130
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.831565
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.8317921
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.8317921
+}
+kpi_value {
+ floatVal: 0.999588549
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.8317921
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.8317921
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.8317921
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.831792}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99958855}, "timestamp": {"timestamp": 1681824269.831792}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.831792}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.831792}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.831792}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05859112739562988 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.50639367103577
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.5401434898376465
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005243447842965088
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001978284391128859
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024433701764792204
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002722024917602539 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 131
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:29.990196
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824269.9907911
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824269.9907911
+}
+kpi_value {
+ floatVal: 0.999591708
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824269.9907911
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824269.9907911
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824269.9907911
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.990791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995917}, "timestamp": {"timestamp": 1681824269.990791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.990791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.990791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824269.990791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028583526611328125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:29', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.63523650169373
+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": "10.100.200.3:58060:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0005216279374012215
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0019710219488443684
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024418800603598356
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018620491027832031 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 132
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.022701
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.023052
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.023052
+}
+kpi_value {
+ floatVal: 0.999578536
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.023052
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.023052
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.023052
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.023052}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957854}, "timestamp": {"timestamp": 1681824270.023052}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.023052}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.023052}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.023052}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030345916748046875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.66949343681335
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0005191574113870642
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0019638032496386835
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024403899442404509
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001817464828491211 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 133
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.056943
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.0572391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.0572391
+}
+kpi_value {
+ floatVal: 0.999581695
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.0572391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.0572391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.0572391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.057239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995817}, "timestamp": {"timestamp": 1681824270.057239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.057239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.057239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.057239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04902029037475586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.7222125530243
+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": "10.100.200.3:25890:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005169017666102902
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001956634834230199
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024298549396917224
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014500617980957031 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 134
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.108752
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.108978
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.108978
+}
+kpi_value {
+ floatVal: 0.999584854
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.108978
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.108978
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.108978
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.108978}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99958485}, "timestamp": {"timestamp": 1681824270.108978}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.108978}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.108978}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.108978}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03079819679260254 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.7562174797058
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.000529115005068619
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0019544945834495397
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024403899442404509
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038924217224121094 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 135
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.155440
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.1558559
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.1558559
+}
+kpi_value {
+ floatVal: 0.999587953
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.1558559
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.1558559
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.1558559
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.155856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99958795}, "timestamp": {"timestamp": 1681824270.155856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.155856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.155856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.155856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02916240692138672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.80093455314636
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.000526554519584512
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001947522927253893
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024298549396917224
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014185905456542969 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 136
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.187554
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.187799
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.187799
+}
+kpi_value {
+ floatVal: 0.999591
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.187799
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.187799
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.187799
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.187799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999591}, "timestamp": {"timestamp": 1681824270.187799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.187799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.187799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.187799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05335235595703125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.85719680786133
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005243218518338118
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0019405768425052965
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002419319935142994
+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: 137
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.243981
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.2443161
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.2443161
+}
+kpi_value {
+ floatVal: 0.999594033
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.2443161
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.2443161
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.2443161
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.244316}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99959403}, "timestamp": {"timestamp": 1681824270.244316}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.244316}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.244316}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.244316}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04239630699157715 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.90322852134705
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005221799323065342
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0019336955107402151
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023973998031578958
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002386331558227539 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 138
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.291496
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.2921031
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.2921031
+}
+kpi_value {
+ floatVal: 0.999597
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.2921031
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.2921031
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.2921031
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.292103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999597}, "timestamp": {"timestamp": 1681824270.292103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.292103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.292103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.292103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0254669189453125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.934250831604
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0005202892352826893
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0019268552302149709
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002419319935142994
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002688169479370117 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 139
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.323477
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.3242381
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.3242381
+}
+kpi_value {
+ floatVal: 0.999599934
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.3242381
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.3242381
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.3242381
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.324238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99959993}, "timestamp": {"timestamp": 1681824270.324238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.324238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.324238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.324238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024631738662719727 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 251.96554517745972
+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": "10.100.200.3:58060:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005185574908474726
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001920069826147654
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024298549396917224
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029778480529785156 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 140
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.375692
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.3765631
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.3765631
+}
+kpi_value {
+ floatVal: 0.999602795
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.3765631
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.3765631
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.3765631
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.376563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996028}, "timestamp": {"timestamp": 1681824270.376563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.376563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.376563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.376563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035776615142822266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.02868247032166
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.4277355670928955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005162589909204989
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0019134422356101484
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002419319935142994
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018734931945800781 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 141
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.424446
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.4251311
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.4251311
+}
+kpi_value {
+ floatVal: 0.999605596
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.4251311
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.4251311
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.4251311
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.425131}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996056}, "timestamp": {"timestamp": 1681824270.425131}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.425131}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.425131}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.425131}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.058617353439331055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.09937596321106
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 7.0}, {"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: 0.0005137404557284702
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001906927378079209
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023973998031578958
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002185344696044922 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 142
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.486919
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.4874439
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.4874439
+}
+kpi_value {
+ floatVal: 0.999608397
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.4874439
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.4874439
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.4874439
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.487444}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996084}, "timestamp": {"timestamp": 1681824270.487444}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.487444}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.487444}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.487444}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02559494972229004 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.1296157836914
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.000511299963255732
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0019004706266513359
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023754796711727977
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017485618591308594 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 143
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.516932
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.517174
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.517174
+}
+kpi_value {
+ floatVal: 0.999611199
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.517174
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.517174
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.517174
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.517174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996112}, "timestamp": {"timestamp": 1681824270.517174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.517174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.517174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.517174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06775569915771484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.20099759101868
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"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: 0.0005086555049476576
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00189412427240422
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023737299488857388
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013327598571777344 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 144
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.587592
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.5881121
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.5881121
+}
+kpi_value {
+ floatVal: 0.999613881
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.5881121
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.5881121
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.5881121
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.588112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996139}, "timestamp": {"timestamp": 1681824270.588112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.588112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.588112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.588112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030408382415771484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.23512196540833
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.000506085115244034
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0018878335064668951
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000237198022659868
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0045697689056396484 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 145
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.626390
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.627018
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.627018
+}
+kpi_value {
+ floatVal: 0.999616563
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.627018
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.627018
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.627018
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.627018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961656}, "timestamp": {"timestamp": 1681824270.627018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.627018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.627018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.627018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.055642127990722656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.29832792282104
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0005036312309317036
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001881589246762933
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023445000988431275
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006530284881591797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 146
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.689999
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.690208
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.690208
+}
+kpi_value {
+ floatVal: 0.999619246
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.690208
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.690208
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.690208
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.690208}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961925}, "timestamp": {"timestamp": 1681824270.690208}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.690208}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.690208}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.690208}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039638519287109375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.34597325325012
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0005016065833038416
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001875337935340313
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002317019971087575
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001417398452758789 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 147
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.732548
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.732765
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.732765
+}
+kpi_value {
+ floatVal: 0.999621809
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.732765
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.732765
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.732765
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.732765}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996218}, "timestamp": {"timestamp": 1681824270.732765}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.732765}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.732765}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.732765}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05755209922790527 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.406347990036
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004994762078953303
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0018691700684635554
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002310739946551621
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014612674713134766 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 148
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.792877
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.7930911
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.7930911
+}
+kpi_value {
+ floatVal: 0.999624431
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.7930911
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.7930911
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.7930911
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.793091}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99962443}, "timestamp": {"timestamp": 1681824270.793091}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.793091}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.793091}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.793091}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03056621551513672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.4396779537201
+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": "10.100.200.3:25890:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004973833940629441
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0018630611007855308
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002304459922015667
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013928413391113281 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 149
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.826113
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.8263581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.8263581
+}
+kpi_value {
+ floatVal: 0.999626935
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.8263581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.8263581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.8263581
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.826358}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99962693}, "timestamp": {"timestamp": 1681824270.826358}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.826358}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.826358}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.826358}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04459381103515625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.486962556839
+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": "10.100.200.3:58060:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"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: 0.0004948556050658226
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001857096862136349
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002297304745297879
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0011751651763916016 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 150
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.873127
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.8733389
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.8733389
+}
+kpi_value {
+ floatVal: 0.999629438
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.8733389
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.8733389
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.8733389
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.873339}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99962944}, "timestamp": {"timestamp": 1681824270.873339}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.873339}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.873339}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.873339}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042395830154418945 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.53182578086853
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.49469923973083496
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004938890315616959
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0018509751759344783
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002304459922015667
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018432140350341797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 151
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.925058
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.9252861
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.9252861
+}
+kpi_value {
+ floatVal: 0.999631941
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.9252861
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.9252861
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.9252861
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.925286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99963194}, "timestamp": {"timestamp": 1681824270.925286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.925286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.925286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.925286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04246044158935547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.5838143825531
+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": "10.100.200.3:25890:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004920103471560747
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0018450208286588854
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002297304745297879
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016901493072509766 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 152
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:30.970685
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824270.970943
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824270.970943
+}
+kpi_value {
+ floatVal: 0.999634326
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824270.970943
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824270.970943
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824270.970943
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.970943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996343}, "timestamp": {"timestamp": 1681824270.970943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.970943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.970943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824270.970943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04946088790893555 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:30', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.6364724636078
+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": "10.100.200.3:25890:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004908255346308103
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001839039477852969
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002304459922015667
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018024444580078125 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 153
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.023390
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.023634
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.023634
+}
+kpi_value {
+ floatVal: 0.999636769
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.023634
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.023634
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.023634
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.023634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99963677}, "timestamp": {"timestamp": 1681824271.023634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.023634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.023634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.023634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03059840202331543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.6703588962555
+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": "10.100.200.3:55705:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004890323363323152
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001833193037561639
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002297304745297879
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015215873718261719 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 154
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.057245
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.0574391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.0574391
+}
+kpi_value {
+ floatVal: 0.999639153
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.0574391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.0574391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.0574391
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.057439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99963915}, "timestamp": {"timestamp": 1681824271.057439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.057439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.057439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.057439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029074907302856445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.702556848526
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00048693490192113864
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0018274553142113722
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002290149568580091
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013451576232910156 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 155
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.088931
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.089134
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.089134
+}
+kpi_value {
+ floatVal: 0.999641478
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.089134
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.089134
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.089134
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.089134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996415}, "timestamp": {"timestamp": 1681824271.089134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.089134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.089134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.089134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02219367027282715 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.72736144065857
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0004845380690545799
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0018218330669106109
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022887595696374774
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0012025833129882812 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 156
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.113560
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.1140759
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.1140759
+}
+kpi_value {
+ floatVal: 0.999643803
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.1140759
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.1140759
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.1140759
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.114076}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996438}, "timestamp": {"timestamp": 1681824271.114076}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.114076}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.114076}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.114076}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06614232063293457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.79600310325623
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004836870876443424
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0018160528859050738
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002290149568580091
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018322467803955078 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 157
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.182945
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.183177
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.183177
+}
+kpi_value {
+ floatVal: 0.999646068
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.183177
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.183177
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.183177
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.183177}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964607}, "timestamp": {"timestamp": 1681824271.183177}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.183177}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.183177}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.183177}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028650760650634766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.8280758857727
+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": "10.100.200.3:50756:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.00048147346691782526
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001810509232419468
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022887595696374774
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013506412506103516 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 158
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.214533
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.2147851
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.2147851
+}
+kpi_value {
+ floatVal: 0.999648333
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.2147851
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.2147851
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.2147851
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.214785}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964833}, "timestamp": {"timestamp": 1681824271.214785}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.214785}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.214785}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.214785}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0697183609008789 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.9005422592163
+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": "10.100.200.3:25890:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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}]}
+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: 0.00047988593600303776
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0018049171401702943
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002290149568580091
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014939308166503906 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 159
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.287081
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.2873
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.2873
+}
+kpi_value {
+ floatVal: 0.999650538
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.2873
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.2873
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.2873
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.2873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965054}, "timestamp": {"timestamp": 1681824271.2873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.2873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.2873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.2873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03672981262207031 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 252.94005823135376
+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": "10.100.200.3:25890:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004779366801813012
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017994358094235042
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022887595696374774
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013301372528076172 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 160
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.326460
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.3266571
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.3266571
+}
+kpi_value {
+ floatVal: 0.999652743
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.3266571
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.3266571
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.3266571
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.326657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965274}, "timestamp": {"timestamp": 1681824271.326657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.326657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.326657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.326657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08028006553649902 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.02305221557617
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.4850914478302002
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004765266449167538
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017939274606318606
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002290149568580091
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001764535903930664 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 161
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.561175
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.56145
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.56145
+}
+kpi_value {
+ floatVal: 0.999654889
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.56145
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.56145
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.56145
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.56145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996549}, "timestamp": {"timestamp": 1681824271.56145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.56145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.56145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.56145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03809976577758789 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.21639752388
+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": "10.100.200.3:25890:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00047481267779122714
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017885143048667145
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022887595696374774
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021920204162597656 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 162
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.604822
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.6052351
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.6052351
+}
+kpi_value {
+ floatVal: 0.999643803
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.6052351
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.6052351
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.6052351
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.605235}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996438}, "timestamp": {"timestamp": 1681824271.605235}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.605235}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.605235}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.605235}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0413358211517334 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.26244473457336
+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": "10.100.200.3:25890:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00047306634844252214
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001783158160816002
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022873695706948638
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015666484832763672 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 163
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.649104
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.649332
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.649332
+}
+kpi_value {
+ floatVal: 0.999646
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.649332
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.649332
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.649332
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.649332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999646}, "timestamp": {"timestamp": 1681824271.649332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.649332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.649332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.649332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044135093688964844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.30954146385193
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00047114797443344555
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017778821007494122
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022826596978120506
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013918876647949219 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 164
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.696196
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.6964149
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.6964149
+}
+kpi_value {
+ floatVal: 0.999648154
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.6964149
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.6964149
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.6964149
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.696415}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964815}, "timestamp": {"timestamp": 1681824271.696415}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.696415}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.696415}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.696415}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029309988021850586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.34186434745789
+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": "10.100.200.3:45128:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00046906864136513884
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017726864028034274
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022779498249292374
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013267993927001953 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 165
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.728333
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.7285459
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.7285459
+}
+kpi_value {
+ floatVal: 0.9996503
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.7285459
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.7285459
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.7285459
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.728546}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996503}, "timestamp": {"timestamp": 1681824271.728546}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.728546}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.728546}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.728546}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0680999755859375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.41274547576904
+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": "10.100.200.3:25890:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004673007520123284
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00176748481059966
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022710248595103621
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015137195587158203 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 166
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.799342
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.799783
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.799783
+}
+kpi_value {
+ floatVal: 0.999639511
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.799783
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.799783
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.799783
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.799783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996395}, "timestamp": {"timestamp": 1681824271.799783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.799783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.799783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.799783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04230999946594238 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.45800518989563
+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": "10.100.200.3:25890:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004656821427292408
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017623083885371616
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015866756439208984 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 167
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.844667
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.8449509
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.8449509
+}
+kpi_value {
+ floatVal: 0.999641657
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.8449509
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.8449509
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.8449509
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.844951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964166}, "timestamp": {"timestamp": 1681824271.844951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.844951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.844951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.844951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0363154411315918 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.49724411964417
+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": "10.100.200.3:13457:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00046405667741228606
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017571811517535893
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001308441162109375 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 168
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.883664
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.883909
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.883909
+}
+kpi_value {
+ floatVal: 0.999643803
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.883909
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.883909
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.883909
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.883909}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996438}, "timestamp": {"timestamp": 1681824271.883909}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.883909}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.883909}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.883909}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03600716590881348 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.53635358810425
+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": "10.100.200.3:13457:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00048152336571090056
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00176654170194305
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004934072494506836 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 169
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.927236
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.927438
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.927438
+}
+kpi_value {
+ floatVal: 0.999645948
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.927438
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.927438
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.927438
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.927438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964595}, "timestamp": {"timestamp": 1681824271.927438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.927438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.927438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.927438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05680990219116211 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.60035300254822
+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": "10.100.200.3:25890:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00048030380481470594
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017614096807266517
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022710248595103621
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00153350830078125 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 170
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:31.987081
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824271.987294
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824271.987294
+}
+kpi_value {
+ floatVal: 0.999648035
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824271.987294
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824271.987294
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824271.987294
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.987294}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964803}, "timestamp": {"timestamp": 1681824271.987294}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.987294}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.987294}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824271.987294}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027461767196655273 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:31', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.63083958625793
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.4566493034362793
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00047997108657915166
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017562571659943118
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022779498249292374
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031554698944091797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 171
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.202118
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.2031331
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.2031331
+}
+kpi_value {
+ floatVal: 0.999650121
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.2031331
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.2031331
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.2031331
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.203133}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996501}, "timestamp": {"timestamp": 1681824272.203133}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.203133}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.203133}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.203133}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025369644165039062 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.84378361701965
+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": "10.100.200.3:13457:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004785015571965338
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017512497606586767
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022750350763089955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016682147979736328 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 172
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.230728
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.231189
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.231189
+}
+kpi_value {
+ floatVal: 0.999652147
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.231189
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.231189
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.231189
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.231189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965215}, "timestamp": {"timestamp": 1681824272.231189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.231189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.231189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.231189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022014617919921875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.86909294128418
+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": "10.100.200.3:45128:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004767589701737972
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017463305573986575
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0012216567993164062 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 173
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.255461
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.255693
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.255693
+}
+kpi_value {
+ floatVal: 0.999654174
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.255693
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.255693
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.255693
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.255693}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996542}, "timestamp": {"timestamp": 1681824272.255693}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.255693}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.255693}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.255693}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022414684295654297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.89412260055542
+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": "10.100.200.3:13457:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0004750909300483549
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001741443344511826
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013852119445800781 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 174
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.280557
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.2807939
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.2807939
+}
+kpi_value {
+ floatVal: 0.999641418
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.2807939
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.2807939
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.2807939
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.280794}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996414}, "timestamp": {"timestamp": 1681824272.280794}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.280794}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.280794}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.280794}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026403188705444336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.92369937896729
+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": "10.100.200.3:45128:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004744633476782058
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017364803967943282
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002435922622680664 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 175
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.311618
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.3121159
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.3121159
+}
+kpi_value {
+ floatVal: 0.999643505
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.3121159
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.3121159
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.3121159
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.312116}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996435}, "timestamp": {"timestamp": 1681824272.312116}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.312116}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.312116}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.312116}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028798818588256836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.9568362236023
+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": "10.100.200.3:43006:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004724281412067781
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017317494850398007
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0011987686157226562 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 176
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.343041
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.3432579
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.3432579
+}
+kpi_value {
+ floatVal: 0.999631822
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.3432579
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.3432579
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.3432579
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.343258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996318}, "timestamp": {"timestamp": 1681824272.343258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.343258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.343258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.343258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03235363960266113 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 253.99166750907898
+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": "10.100.200.3:43006:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00047047971649158556
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017270440591611075
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0011870861053466797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 177
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.378000
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.378267
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.378267
+}
+kpi_value {
+ floatVal: 0.999621749
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.378267
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.378267
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.378267
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.378267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99962175}, "timestamp": {"timestamp": 1681824272.378267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.378267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.378267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.378267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04030942916870117 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.03458046913147
+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": "10.100.200.3:43006:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00046879416194304906
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017223319715113682
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0012576580047607422 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 178
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.421720
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.422188
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.422188
+}
+kpi_value {
+ floatVal: 0.99960947
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.422188
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.422188
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.422188
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.422188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996095}, "timestamp": {"timestamp": 1681824272.422188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.422188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.422188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.422188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033590078353881836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.07160639762878
+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": "10.100.200.3:42014:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004669907252439532
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001717682777524823
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022628396982327104
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0012993812561035156 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 179
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.457966
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.4581809
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.4581809
+}
+kpi_value {
+ floatVal: 0.999598205
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.4581809
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.4581809
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.4581809
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.458181}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995982}, "timestamp": {"timestamp": 1681824272.458181}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.458181}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.458181}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.458181}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05416417121887207 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.12839031219482
+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": "10.100.200.3:42014:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004656254821586319
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001713002177345213
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022613999317400157
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014159679412841797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 180
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.514935
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.5151651
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.5151651
+}
+kpi_value {
+ floatVal: 0.99958849
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.5151651
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.5151651
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.5151651
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.515165}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995885}, "timestamp": {"timestamp": 1681824272.515165}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.515165}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.515165}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.515165}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04033493995666504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.17152285575867
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.358811616897583
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00046413139670377194
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017083811774288495
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002259960165247321
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017743110656738281 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 181
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.564583
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.564836
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.564836
+}
+kpi_value {
+ floatVal: 0.999576628
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.564836
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.564836
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.564836
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.564836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995766}, "timestamp": {"timestamp": 1681824272.564836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.564836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.564836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.564836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03133130073547363 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.21343398094177
+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": "10.100.200.3:42014:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00046309844973231
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0017037380351422875
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022613999317400157
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002865314483642578 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.602571
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.603102
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.603102
+}
+kpi_value {
+ floatVal: 0.999565721
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.603102
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.603102
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.603102
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.603102}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995657}, "timestamp": {"timestamp": 1681824272.603102}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.603102}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.603102}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.603102}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033162832260131836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.2520968914032
+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": "10.100.200.3:42014:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0004622930046323626
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016991113817184096
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022628396982327104
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.037944793701171875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 183
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.675525
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.6761141
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.6761141
+}
+kpi_value {
+ floatVal: 0.999568105
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.6761141
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.6761141
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.6761141
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.676114}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995681}, "timestamp": {"timestamp": 1681824272.676114}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.676114}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.676114}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.676114}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03632497787475586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.3288540840149
+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": "10.100.200.3:42014:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00046180306969250995
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001694500902392113
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002585887908935547 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 184
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.717156
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.717838
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.717838
+}
+kpi_value {
+ floatVal: 0.999570429
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.717838
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.717838
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.717838
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.717838}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995704}, "timestamp": {"timestamp": 1681824272.717838}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.717838}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.717838}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.717838}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03436851501464844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.36859893798828
+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": "10.100.200.3:42014:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004608529560091729
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001689964108307881
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026903152465820312 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 185
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.773462
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.77412
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.77412
+}
+kpi_value {
+ floatVal: 0.999572814
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.77412
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.77412
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.77412
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.77412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995728}, "timestamp": {"timestamp": 1681824272.77412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.77412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.77412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.77412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032448768615722656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.42219805717468
+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": "10.100.200.3:42014:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004596071388517376
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016855002504939948
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004446506500244141 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 186
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.812207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.81299
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.81299
+}
+kpi_value {
+ floatVal: 0.999575078
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.81299
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.81299
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.81299
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.81299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995751}, "timestamp": {"timestamp": 1681824272.81299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.81299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.81299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.81299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0354921817779541 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.48652458190918
+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": "10.100.200.3:42014:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00045852654957197566
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001681052124025574
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002645254135131836 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 187
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.874664
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.8749161
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.8749161
+}
+kpi_value {
+ floatVal: 0.999577403
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.8749161
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.8749161
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.8749161
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.874916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995774}, "timestamp": {"timestamp": 1681824272.874916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.874916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.874916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.874916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.054863929748535156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.54631900787354
+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": "10.100.200.3:42014:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004575426957787985
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016766292607479235
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022750350763089955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002664804458618164 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 188
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.935018
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.935317
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.935317
+}
+kpi_value {
+ floatVal: 0.999579668
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.935317
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.935317
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.935317
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.935317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957967}, "timestamp": {"timestamp": 1681824272.935317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.935317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.935317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.935317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04933571815490723 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.60188841819763
+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": "10.100.200.3:13309:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004562737556327154
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016722783644208632
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002580881118774414 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 189
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:32.990785
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824272.9910741
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824272.9910741
+}
+kpi_value {
+ floatVal: 0.999581873
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824272.9910741
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824272.9910741
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824272.9910741
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.991074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995819}, "timestamp": {"timestamp": 1681824272.991074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.991074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.991074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824272.991074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04260516166687012 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:32', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.64980578422546
+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": "10.100.200.3:13309:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004549791782138575
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016679667800617436
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017359256744384766 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 190
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.036844
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.0371411
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.0371411
+}
+kpi_value {
+ floatVal: 0.999584079
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.0371411
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.0371411
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.0371411
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.037141}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995841}, "timestamp": {"timestamp": 1681824273.037141}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.037141}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.037141}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.037141}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033949851989746094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:33', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.68714308738708
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.5101175308227539
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00045385980565364214
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016636661957368554
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017743110656738281 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 191
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.257230
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.257515
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.257515
+}
+kpi_value {
+ floatVal: 0.999586284
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.257515
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.257515
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.257515
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.257515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995863}, "timestamp": {"timestamp": 1681824273.257515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.257515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.257515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.257515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034836530685424805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:33', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.90836906433105
+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": "10.100.200.3:61577:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00045300007726230734
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016593706147963573
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022750350763089955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016736984252929688 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 192
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.295194
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.2954609
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.2954609
+}
+kpi_value {
+ floatVal: 0.99958843
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.2954609
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.2954609
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.2954609
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.295461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99958843}, "timestamp": {"timestamp": 1681824273.295461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.295461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.295461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.295461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03690791130065918 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:33', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 254.9483916759491
+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": "10.100.200.3:42014:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00045191397295705007
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016551345653002764
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022779498249292374
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017192363739013672 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 193
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.335411
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.3356531
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.3356531
+}
+kpi_value {
+ floatVal: 0.999590576
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.3356531
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.3356531
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.3356531
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.335653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995906}, "timestamp": {"timestamp": 1681824273.335653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.335653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.335653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.335653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05043458938598633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:33', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.00218605995178
+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": "10.100.200.3:49280:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004511106484473597
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016509009650488887
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022826596978120506
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017116069793701172 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 194
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.389325
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.38957
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.38957
+}
+kpi_value {
+ floatVal: 0.999592721
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.38957
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.38957
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.38957
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.38957}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995927}, "timestamp": {"timestamp": 1681824273.38957}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.38957}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.38957}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.38957}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024690866470336914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:33', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.030277967453
+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": "10.100.200.3:49280:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00044963842956349256
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016467901164969319
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022779498249292374
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013623237609863281 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 195
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.416726
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.417026
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.417026
+}
+kpi_value {
+ floatVal: 0.999583781
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.417026
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.417026
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.417026
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.417026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995838}, "timestamp": {"timestamp": 1681824273.417026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.417026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.417026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.417026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024276256561279297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:33', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.0572805404663
+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": "10.100.200.3:49280:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004482210241970891
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016427029967291786
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022750350763089955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013461112976074219 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 196
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.443971
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.444273
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.444273
+}
+kpi_value {
+ floatVal: 0.999572873
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.444273
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.444273
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.444273
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.444273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995729}, "timestamp": {"timestamp": 1681824273.444273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.444273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.444273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.444273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05033302307128906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '18/04/2023 13:24:33', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.11053609848022
+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": "10.100.200.3:42014:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00044691939465937955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016386297242577284
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014643669128417969 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 197
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.497238
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.4974589
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.4974589
+}
+kpi_value {
+ floatVal: 0.9995628
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.4974589
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.4974589
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.4974589
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.497459}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995628}, "timestamp": {"timestamp": 1681824273.497459}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.497459}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.497459}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.497459}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032996416091918945 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:33', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.146546125412
+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": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00044529916038924845
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016346447262974636
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018429756164550781 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 198
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.533704
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.534317
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.534317
+}
+kpi_value {
+ floatVal: 0.999565
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.534317
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.534317
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.534317
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.534317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999565}, "timestamp": {"timestamp": 1681824273.534317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.534317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.534317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.534317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06494522094726562 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.2151756286621
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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": 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: 0.0004444249985206067
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016305788023005007
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002193450927734375 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 199
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.602816
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.603107
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.603107
+}
+kpi_value {
+ floatVal: 0.999556422
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.603107
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.603107
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.603107
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.603107}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995564}, "timestamp": {"timestamp": 1681824273.603107}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.603107}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.603107}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.603107}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029786109924316406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:33', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.24904036521912
+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": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004430316184880212
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016266160132109553
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017321109771728516 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 200
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.636357
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.637274
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.637274
+}
+kpi_value {
+ floatVal: 0.999558628
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.637274
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.637274
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.637274
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.637274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995586}, "timestamp": {"timestamp": 1681824273.637274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.637274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.637274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.637274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035034894943237305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.2876501083374
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.41759395599365234
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004416630384442744
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016226800905696762
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014722347259521484 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 201
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.679859
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.6801269
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.6801269
+}
+kpi_value {
+ floatVal: 0.999548078
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.6801269
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.6801269
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.6801269
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.680127}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995481}, "timestamp": {"timestamp": 1681824273.680127}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.680127}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.680127}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.680127}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02836298942565918 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.32450318336487
+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": "10.100.200.3:43006:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004404398945787239
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016187514590687538
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015401840209960938 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 202
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.711203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.7114019
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.7114019
+}
+kpi_value {
+ floatVal: 0.999550343
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.7114019
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.7114019
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.7114019
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.711402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99955034}, "timestamp": {"timestamp": 1681824273.711402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.711402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.711402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.711402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06703519821166992 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:33', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.3957531452179
+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": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0004561847128006148
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016301913341572741
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005499839782714844 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.787398
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.7876811
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.7876811
+}
+kpi_value {
+ floatVal: 0.999552608
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.7876811
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.7876811
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.7876811
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.787681}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995526}, "timestamp": {"timestamp": 1681824273.787681}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.787681}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.787681}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.787681}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05882620811462402 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.46292543411255
+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": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00045542851804901717
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016262265494608327
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027151107788085938 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 204
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.873906
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.874541
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.874541
+}
+kpi_value {
+ floatVal: 0.999554813
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.874541
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.874541
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.874541
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.874541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995548}, "timestamp": {"timestamp": 1681824273.874541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.874541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.874541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.874541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030979156494140625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.52153635025024
+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": "10.100.200.3:43006:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 200.0}, {"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: 0.0004540134860179955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016223811859016632
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021321773529052734 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 205
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.910164
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.9106419
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.9106419
+}
+kpi_value {
+ floatVal: 0.999556959
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.9106419
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.9106419
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.9106419
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.910642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99955696}, "timestamp": {"timestamp": 1681824273.910642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.910642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.910642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.910642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06063508987426758 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:33', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.5874662399292
+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": "10.100.200.3:43006:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 200.0}, {"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: 0.0004527881926318938
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001618533658238842
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002252817153930664 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 206
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:33.975908
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824273.9763911
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824273.9763911
+}
+kpi_value {
+ floatVal: 0.999559104
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824273.9763911
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824273.9763911
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824273.9763911
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.976391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995591}, "timestamp": {"timestamp": 1681824273.976391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.976391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.976391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824273.976391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024903535842895508 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:33', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.6186876296997
+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": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.000451284708738651
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016147636169352524
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022628396982327104
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002759218215942383 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.007662
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824274.008229
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824274.008229
+}
+kpi_value {
+ floatVal: 0.99956125
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824274.008229
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824274.008229
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824274.008229
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.008229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99956125}, "timestamp": {"timestamp": 1681824274.008229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.008229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.008229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.008229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06360006332397461 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.68919229507446
+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": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.00045042432555839274
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016109248584133546
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004169464111328125 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 208
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.081066
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824274.0823231
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824274.0823231
+}
+kpi_value {
+ floatVal: 0.999563396
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824274.0823231
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824274.0823231
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824274.0823231
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.082323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995634}, "timestamp": {"timestamp": 1681824274.082323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.082323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.082323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.082323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037384748458862305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.73570609092712
+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": "10.100.200.3:43006:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 200.0}, {"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: 0.0004489977833476256
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016071980396700982
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022628396982327104
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023555755615234375 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 209
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.123931
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824274.124727
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824274.124727
+}
+kpi_value {
+ floatVal: 0.999565482
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824274.124727
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824274.124727
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824274.124727
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.124727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995655}, "timestamp": {"timestamp": 1681824274.124727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.124727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.124727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.124727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06781125068664551 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.81011652946472
+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": "10.100.200.3:42014:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00044859387950661284
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0016033774438040291
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004775285720825195 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 210
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.203947
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824274.20529
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824274.20529
+}
+kpi_value {
+ floatVal: 0.999567568
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824274.20529
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824274.20529
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824274.20529
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.20529}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99956757}, "timestamp": {"timestamp": 1681824274.20529}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.20529}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.20529}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.20529}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041570186614990234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 255.8619360923767
+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:root:Metrics: 10
+DEBUG:root:Batch time: 0.5689723491668701
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0004476282734013388
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015996346623215535
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00397181510925293 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 211
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.346092
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824274.346369
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824274.346369
+}
+kpi_value {
+ floatVal: 0.999569654
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824274.346369
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824274.346369
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824274.346369
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.346369}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99956965}, "timestamp": {"timestamp": 1681824274.346369}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.346369}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.346369}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.346369}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0390317440032959 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 256.00152683258057
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 11.0}, {"feature": 8.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"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: 0.0004469981117235532
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015958837313517114
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001714944839477539 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 212
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.388530
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824274.3888061
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824274.3888061
+}
+kpi_value {
+ floatVal: 0.999571681
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824274.3888061
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824274.3888061
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824274.3888061
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.388806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995717}, "timestamp": {"timestamp": 1681824274.388806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.388806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.388806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.388806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026436567306518555 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 256.0316963195801
+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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 11.0}, {"feature": 8.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.0004459617450667169
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015922046242860873
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004633903503417969 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 213
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.422316
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824274.4234951
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824274.4234951
+}
+kpi_value {
+ floatVal: 0.999573708
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824274.4234951
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824274.4234951
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824274.4234951
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.423495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995737}, "timestamp": {"timestamp": 1681824274.423495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.423495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.423495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.423495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06230974197387695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 256.1014049053192
+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": "10.100.200.3:45128:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00044488575566281504
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015885577838436807
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022525787353515625 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 214
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.489611
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824274.4901659
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824274.4901659
+}
+kpi_value {
+ floatVal: 0.999575675
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824274.4901659
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824274.4901659
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824274.4901659
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.490166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995757}, "timestamp": {"timestamp": 1681824274.490166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.490166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.490166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.490166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03669881820678711 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 256.14261746406555
+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": "10.100.200.3:45128:192.168.1.198:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00044345305447445014
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015849977328263698
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022628396982327104
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013680458068847656 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 215
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.529159
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824274.5293889
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824274.5293889
+}
+kpi_value {
+ floatVal: 0.999577641
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824274.5293889
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824274.5293889
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824274.5293889
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.529389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957764}, "timestamp": {"timestamp": 1681824274.529389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.529389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.529389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.529389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.051332950592041016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', '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 {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 256.1971936225891
+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": "10.100.200.3:42010:192.168.1.115:443", "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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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}]}
+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: 0.0004420403320519081
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015814601698239392
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002262679918203503
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021255016326904297 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 216
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.585561
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824274.5858309
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824274.5858309
+}
+kpi_value {
+ floatVal: 0.999579608
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824274.5858309
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824274.5858309
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824274.5858309
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.585831}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995796}, "timestamp": {"timestamp": 1681824274.585831}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.585831}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.378348}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.585831}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.378348}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.585831}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04236602783203125 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52944:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52944', '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 0.03804755210876465 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -31,40 +28663,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975274801254272
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 736.8120934963226
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 256.24040937423706
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037508543212317957
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013569552639101628
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026459404034540057
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032253265380859375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044103623378575536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015778810545238066
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022625201381742954
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026857852935791016 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7425
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.428412
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.628998
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -74,10 +28706,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.428951
+ timestamp: 1681824274.6295431
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -86,10 +28718,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.428951
+ timestamp: 1681824274.6295431
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999581575
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -98,10 +28730,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.428951
+ timestamp: 1681824274.6295431
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -110,10 +28742,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.428951
+ timestamp: 1681824274.6295431
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -122,31 +28754,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.428951
+ timestamp: 1681824274.6295431
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.428951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.629543}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.428951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995816}, "timestamp": {"timestamp": 1681824274.629543}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.428951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.629543}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.428951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.629543}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.428951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.629543}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04822707176208496 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.05711841583251953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -166,40 +28798,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975278377532959
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 736.8683547973633
+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: 256.30334734916687
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.000375062644155834
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013568653165070747
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026454852195456624
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002385377883911133 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004400335492057845
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001574327191896098
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022612401517108083
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003139019012451172 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7426
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.483665
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 218
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.693211
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -209,10 +28841,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.4838779
+ timestamp: 1681824274.694102
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -221,10 +28853,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.4838779
+ timestamp: 1681824274.694102
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999573648
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -233,10 +28865,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.4838779
+ timestamp: 1681824274.694102
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -245,10 +28877,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.4838779
+ timestamp: 1681824274.694102
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -257,31 +28889,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.4838779
+ timestamp: 1681824274.694102
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.483878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.694102}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.483878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957365}, "timestamp": {"timestamp": 1681824274.694102}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.483878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.694102}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.483878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.694102}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.483878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.694102}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02221226692199707 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.03151082992553711 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -301,40 +28933,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975281357765198
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 736.8975443840027
+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: 256.34114146232605
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003750286131047798
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013567771359669452
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002645030035637319
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002225160598754883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000439276638096326
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015707684816687662
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022625201381742954
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015931129455566406 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7427
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.511359
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 219
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.728088
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -344,10 +28976,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.511586
+ timestamp: 1681824274.728334
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -356,10 +28988,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.511586
+ timestamp: 1681824274.728334
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999563932
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -368,10 +29000,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.511586
+ timestamp: 1681824274.728334
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -380,10 +29012,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.511586
+ timestamp: 1681824274.728334
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -392,31 +29024,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.511586
+ timestamp: 1681824274.728334
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.511586}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.728334}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.511586}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99956393}, "timestamp": {"timestamp": 1681824274.728334}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.511586}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.728334}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.511586}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.728334}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.511586}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.728334}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06377553939819336 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.05335831642150879 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '18/04/2023 13:24:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -436,40 +29068,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975284934043884
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 736.9667754173279
+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: 256.39898467063904
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003750124207764135
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013566865219961114
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004604816436767578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004381538805318996
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001567282561983439
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022612401517108083
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023093223571777344 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7428
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.583953
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 220
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.787230
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -479,10 +29111,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.5843151
+ timestamp: 1681824274.7876329
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -491,10 +29123,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.5843151
+ timestamp: 1681824274.7876329
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999554932
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -503,10 +29135,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.5843151
+ timestamp: 1681824274.7876329
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -515,10 +29147,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.5843151
+ timestamp: 1681824274.7876329
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -527,31 +29159,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.5843151
+ timestamp: 1681824274.7876329
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.584315}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.787633}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.584315}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99955493}, "timestamp": {"timestamp": 1681824274.787633}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.584315}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.787633}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.584315}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.787633}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.584315}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.787633}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03940248489379883 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.034826040267944336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -571,40 +29203,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975288510322571
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.0150806903839
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 256.4393877983093
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:root:Metrics: 10
+DEBUG:root:Batch time: 0.48440074920654297
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0003749882816674276
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013565968040207283
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026803016662597656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004374749036147617
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015637650827074448
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022625201381742954
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030837059020996094 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7429
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.629842
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 221
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.835968
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -614,10 +29248,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.6300881
+ timestamp: 1681824274.836848
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -626,10 +29260,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.6300881
+ timestamp: 1681824274.836848
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999556959
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -638,10 +29272,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.6300881
+ timestamp: 1681824274.836848
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -650,10 +29284,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.6300881
+ timestamp: 1681824274.836848
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -662,31 +29296,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.6300881
+ timestamp: 1681824274.836848
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.630088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.836848}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.630088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99955696}, "timestamp": {"timestamp": 1681824274.836848}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.630088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.836848}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.630088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.836848}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.630088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.836848}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.09805011749267578 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.06028032302856445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -706,40 +29340,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997529149055481
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.1195316314697
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 256.51301169395447
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003749791653478997
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013565057366761281
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003282308578491211 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043692840876787697
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015602602655692755
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002262679918203503
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.012415409088134766 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7430
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.737021
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.911107
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -749,10 +29383,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.737277
+ timestamp: 1681824274.911422
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -761,10 +29395,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.737277
+ timestamp: 1681824274.911422
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999559
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -773,10 +29407,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.737277
+ timestamp: 1681824274.911422
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -785,10 +29419,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.737277
+ timestamp: 1681824274.911422
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -797,31 +29431,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.737277
+ timestamp: 1681824274.911422
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.737277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.911422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.737277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999559}, "timestamp": {"timestamp": 1681824274.911422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.737277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.911422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.737277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.911422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.737277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.911422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03847861289978027 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.023628711700439453 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -841,40 +29475,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975295066833496
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.1671261787415
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 256.55120372772217
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003749596388826189
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013564155044455727
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030846595764160156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043584944731493236
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015568409980398943
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022625201381742954
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004677295684814453 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7431
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.786129
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 223
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:34.941131
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -884,10 +29518,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.7864339
+ timestamp: 1681824274.9413459
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -896,10 +29530,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.7864339
+ timestamp: 1681824274.9413459
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999560952
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -908,10 +29542,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.7864339
+ timestamp: 1681824274.9413459
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -920,10 +29554,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.7864339
+ timestamp: 1681824274.9413459
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -932,31 +29566,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.7864339
+ timestamp: 1681824274.9413459
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.786434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.941346}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.786434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99956095}, "timestamp": {"timestamp": 1681824274.941346}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.786434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.941346}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.786434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.941346}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.786434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824274.941346}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02551126480102539 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.05777120590209961 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -976,40 +29610,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975298643112183
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.2032861709595
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 256.615193605423
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"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: 0.00037493949213548413
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013563253581901323
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446598349139094
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003973484039306641 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004349606728542962
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015534187186547403
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002262679918203503
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018124580383300781 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7432
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.820330
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 224
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.003286
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -1019,10 +29653,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.820919
+ timestamp: 1681824275.003545
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -1031,10 +29665,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.820919
+ timestamp: 1681824275.003545
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999562919
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -1043,10 +29677,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.820919
+ timestamp: 1681824275.003545
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -1055,10 +29689,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.820919
+ timestamp: 1681824275.003545
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -1067,31 +29701,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.820919
+ timestamp: 1681824275.003545
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.820919}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.003545}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.820919}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995629}, "timestamp": {"timestamp": 1681824275.003545}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.820919}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.003545}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.820919}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.003545}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.820919}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.003545}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.09114289283752441 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.031267642974853516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1111,40 +29745,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975301623344421
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.3031227588654
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 256.6508860588074
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003749204378508179
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001356235113160558
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644619671627879
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003102540969848633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043497091417925223
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015499628404875949
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022628396982327104
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002562999725341797 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7433
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.918789
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 225
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.038899
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -1154,10 +29788,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.9192791
+ timestamp: 1681824275.039257
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -1166,10 +29800,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.9192791
+ timestamp: 1681824275.039257
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999564886
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -1178,10 +29812,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.9192791
+ timestamp: 1681824275.039257
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -1190,10 +29824,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.9192791
+ timestamp: 1681824275.039257
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -1202,31 +29836,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.9192791
+ timestamp: 1681824275.039257
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.919279}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.039257}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.919279}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995649}, "timestamp": {"timestamp": 1681824275.039257}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.919279}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.039257}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.919279}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.039257}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.919279}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.039257}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030182838439941406 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.05609536170959473 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1246,40 +29880,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975305199623108
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.3406460285187
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 256.71135115623474
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 532.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"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: 0.0003749072292916961
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013561443698191422
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446598349139094
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026710033416748047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004344116978808842
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015465526658566527
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018768310546875 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7434
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:20.956457
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 226
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.098655
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -1289,10 +29923,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.9566841
+ timestamp: 1681824275.0988979
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -1301,10 +29935,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.9566841
+ timestamp: 1681824275.0988979
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999566793
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -1313,10 +29947,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.9566841
+ timestamp: 1681824275.0988979
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -1325,10 +29959,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.9566841
+ timestamp: 1681824275.0988979
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -1337,31 +29971,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725080.9566841
+ timestamp: 1681824275.0988979
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.956684}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.098898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725080.956684}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995668}, "timestamp": {"timestamp": 1681824275.098898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.956684}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.098898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.956684}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.098898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725080.956684}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.098898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04319596290588379 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.05051064491271973 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1381,40 +30015,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975308775901794
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.391529083252
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 256.76542592048645
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 524.0}, {"feature": 7.0}, {"feature": 857.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003748897745157514
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001356054001838609
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644619671627879
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004405498504638672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004342559238871157
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015431441791413198
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019421577453613281 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7435
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.009972
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 227
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.152821
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -1424,10 +30058,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.010345
+ timestamp: 1681824275.15307
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -1436,10 +30070,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.010345
+ timestamp: 1681824275.15307
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.99956876
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -1448,10 +30082,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.010345
+ timestamp: 1681824275.15307
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -1460,10 +30094,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.010345
+ timestamp: 1681824275.15307
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -1472,31 +30106,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.010345
+ timestamp: 1681824275.15307
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.010345}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.15307}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.010345}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99956876}, "timestamp": {"timestamp": 1681824275.15307}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.010345}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.15307}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.010345}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.15307}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.010345}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.15307}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02516484260559082 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.054018259048461914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1516,40 +30150,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975311756134033
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.426860332489
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 256.82426953315735
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": "10.100.200.3:41294:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41294", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 1723.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2027.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003748720421633273
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355963679145601
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644584747031331
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024716854095458984 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043337959096677146
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015398129797656313
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020644664764404297 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7436
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.041834
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 228
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.221029
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -1559,10 +30193,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.042058
+ timestamp: 1681824275.2246029
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -1571,10 +30205,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.042058
+ timestamp: 1681824275.2246029
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999570668
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -1583,10 +30217,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.042058
+ timestamp: 1681824275.2246029
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -1595,10 +30229,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.042058
+ timestamp: 1681824275.2246029
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -1607,31 +30241,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.042058
+ timestamp: 1681824275.2246029
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.042058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.224603}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.042058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957067}, "timestamp": {"timestamp": 1681824275.224603}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.042058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.224603}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.042058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.224603}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.042058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.224603}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.051283836364746094 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41294:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41294', '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 0.07162141799926758 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1651,40 +30285,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997531533241272
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.4847633838654
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 256.9092769622803
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": "10.100.200.3:41294:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41294", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 1723.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037487519140640434
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013558725399259845
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644619671627879
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028128623962402344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043244243118562226
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015365124279397798
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002022981643676758 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7437
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.100205
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 229
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.296985
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -1694,10 +30328,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.1004381
+ timestamp: 1681824275.2974639
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -1706,10 +30340,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.1004381
+ timestamp: 1681824275.2974639
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999572515
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -1718,10 +30352,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.1004381
+ timestamp: 1681824275.2974639
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -1730,10 +30364,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.1004381
+ timestamp: 1681824275.2974639
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -1742,31 +30376,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.1004381
+ timestamp: 1681824275.2974639
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.100438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.297464}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.100438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995725}, "timestamp": {"timestamp": 1681824275.297464}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.100438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.297464}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.100438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.297464}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.100438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.297464}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024719715118408203 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41294:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41294', '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 0.029450178146362305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1786,40 +30420,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975318908691406
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.5165696144104
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 256.94307565689087
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": "10.100.200.3:41294:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41294", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 1723.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003748525334072619
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355782799954048
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644584747031331
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002314329147338867 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043128611616101924
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015332683962297788
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002056121826171875 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7438
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.130843
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 230
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.330967
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -1829,10 +30463,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.131048
+ timestamp: 1681824275.331459
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -1841,10 +30475,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.131048
+ timestamp: 1681824275.331459
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999574363
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -1853,10 +30487,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.131048
+ timestamp: 1681824275.331459
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -1865,10 +30499,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.131048
+ timestamp: 1681824275.331459
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -1877,31 +30511,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.131048
+ timestamp: 1681824275.331459
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.131048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.331459}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.131048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957436}, "timestamp": {"timestamp": 1681824275.331459}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.131048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.331459}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.131048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.331459}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.131048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.331459}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07859992980957031 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41294:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41294', '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 0.04642772674560547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1921,40 +30555,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975321888923645
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.6011502742767
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 256.99412178993225
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": "10.100.200.3:41294:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41294", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 1723.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]}
+DEBUG:root:Metrics: 10
+DEBUG:root:Batch time: 0.5475978851318359
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"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: 0.00037483999710551325
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013556921013335292
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644619671627879
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032639503479003906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043044620656178565
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015299990587682433
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002187013626098633 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7439
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.217441
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 231
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.389066
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -1964,10 +30600,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.217716
+ timestamp: 1681824275.38949
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -1976,10 +30612,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.217716
+ timestamp: 1681824275.38949
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999576211
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -1988,10 +30624,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.217716
+ timestamp: 1681824275.38949
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -2000,10 +30636,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.217716
+ timestamp: 1681824275.38949
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -2012,31 +30648,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.217716
+ timestamp: 1681824275.38949
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.217716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.38949}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.217716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995762}, "timestamp": {"timestamp": 1681824275.38949}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.217716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.38949}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.217716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.38949}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.217716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.38949}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07285952568054199 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41294:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41294', '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 0.033814430236816406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2056,40 +30692,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975325465202332
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.6819558143616
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.0396194458008
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": "10.100.200.3:41294:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41294", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 9.0}, {"feature": 1746.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 5.0}, {"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: 0.00037482638662006277
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013556014982080155
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446598349139094
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024695396423339844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004299156626702511
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015267193806279354
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020906925201416016 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7440
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.296549
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 232
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.427370
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -2099,10 +30735,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.2967551
+ timestamp: 1681824275.427901
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -2111,10 +30747,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.2967551
+ timestamp: 1681824275.427901
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999578059
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -2123,10 +30759,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.2967551
+ timestamp: 1681824275.427901
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -2135,10 +30771,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.2967551
+ timestamp: 1681824275.427901
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -2147,31 +30783,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.2967551
+ timestamp: 1681824275.427901
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.296755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.427901}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.296755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957806}, "timestamp": {"timestamp": 1681824275.427901}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.296755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.427901}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.296755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.427901}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.296755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.427901}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027693510055541992 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41294:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41294', '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 0.07247591018676758 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2191,40 +30827,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975329041481018
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.7158424854279
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.11955523490906
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": "10.100.200.3:42096:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42096", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "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": 18.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003748049804434669
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355511662668694
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644619671627879
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002269744873046875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004291164150657412
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015234882753895605
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020716190338134766 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7441
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.330287
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 233
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.507888
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -2234,10 +30870,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.330492
+ timestamp: 1681824275.5081711
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -2246,10 +30882,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.330492
+ timestamp: 1681824275.5081711
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999579906
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -2258,10 +30894,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.330492
+ timestamp: 1681824275.5081711
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -2270,10 +30906,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.330492
+ timestamp: 1681824275.5081711
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -2282,31 +30918,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.330492
+ timestamp: 1681824275.5081711
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.330492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.508171}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.330492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995799}, "timestamp": {"timestamp": 1681824275.508171}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.330492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.508171}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.330492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.508171}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.330492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.508171}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0609278678894043 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42096:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42096', '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 0.038221120834350586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2326,40 +30962,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975332617759705
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.7828378677368
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.1624798774719
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": "10.100.200.3:42096:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42096", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 4593.0}, {"feature": 18.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 463.0}, {"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: 0.0003747896708467852
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355421231237711
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644584747031331
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025463104248046875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004282315029328864
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015202894811184612
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017893314361572266 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7442
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.399365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 234
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.549621
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -2369,10 +31005,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.399605
+ timestamp: 1681824275.550118
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -2381,10 +31017,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.399605
+ timestamp: 1681824275.550118
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999581695
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -2393,10 +31029,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.399605
+ timestamp: 1681824275.550118
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -2405,10 +31041,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.399605
+ timestamp: 1681824275.550118
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -2417,31 +31053,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.399605
+ timestamp: 1681824275.550118
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.399605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.550118}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.399605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995817}, "timestamp": {"timestamp": 1681824275.550118}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.399605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.550118}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.399605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.550118}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.399605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.550118}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031781911849975586 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42096:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42096', '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 0.04019904136657715 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2461,40 +31097,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975335597991943
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.8231346607208
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.2060971260071
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": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037476643375484553
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355331657200299
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644549822434783
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003267049789428711 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042740977740787127
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015171034494682037
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001903533935546875 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7443
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.438712
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 235
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.593151
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -2504,10 +31140,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.438942
+ timestamp: 1681824275.593601
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -2516,10 +31152,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.438942
+ timestamp: 1681824275.593601
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999583483
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -2528,10 +31164,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.438942
+ timestamp: 1681824275.593601
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -2540,10 +31176,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.438942
+ timestamp: 1681824275.593601
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -2552,31 +31188,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.438942
+ timestamp: 1681824275.593601
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.438942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.593601}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.438942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995835}, "timestamp": {"timestamp": 1681824275.593601}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.438942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.593601}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.438942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.593601}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.438942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.593601}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06354856491088867 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', '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 0.03641104698181152 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2596,40 +31232,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997533917427063
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.8952939510345
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.24596667289734
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": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 463.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.00037474333603147264
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001355242083976757
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026444598915986717
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003720998764038086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042644005823264813
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015139588188976187
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015187263488769531 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7444
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.512485
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 236
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.632622
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -2639,10 +31275,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.513046
+ timestamp: 1681824275.632992
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -2651,10 +31287,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.513046
+ timestamp: 1681824275.632992
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999585271
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -2663,10 +31299,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.513046
+ timestamp: 1681824275.632992
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -2675,10 +31311,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.513046
+ timestamp: 1681824275.632992
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -2687,31 +31323,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.513046
+ timestamp: 1681824275.632992
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.513046}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.632992}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.513046}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995853}, "timestamp": {"timestamp": 1681824275.632992}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.513046}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.632992}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.513046}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.632992}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.513046}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.632992}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0639491081237793 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', '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 0.04855155944824219 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2731,40 +31367,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975342750549316
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 737.9680941104889
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.29748249053955
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": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 530.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.00037473116754607375
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013551514706787587
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644549822434783
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038917064666748047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042722570780617526
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015108096465985268
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021533966064453125 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.585490
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 237
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.685027
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -2774,10 +31410,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.58653
+ timestamp: 1681824275.685236
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -2786,10 +31422,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.58653
+ timestamp: 1681824275.685236
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999587
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -2798,10 +31434,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.58653
+ timestamp: 1681824275.685236
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -2810,10 +31446,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.58653
+ timestamp: 1681824275.685236
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -2822,31 +31458,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.58653
+ timestamp: 1681824275.685236
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.58653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.685236}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.58653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999587}, "timestamp": {"timestamp": 1681824275.685236}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.58653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.685236}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.58653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.685236}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.58653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.685236}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03218531608581543 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', '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 0.02142477035522461 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2866,40 +31502,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975345730781555
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.010707616806
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.32269859313965
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": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 562.0}, {"feature": 6.0}, {"feature": 893.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.0003747062199002218
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013550621787608104
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026444598915986717
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003691434860229492 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004262214611155302
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015077116027074275
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014786720275878906 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7446
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.627733
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 238
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.709244
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -2909,10 +31545,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.6284161
+ timestamp: 1681824275.7094419
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -2921,10 +31557,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.6284161
+ timestamp: 1681824275.7094419
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999588728
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -2933,10 +31569,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.6284161
+ timestamp: 1681824275.7094419
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -2945,10 +31581,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.6284161
+ timestamp: 1681824275.7094419
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -2957,31 +31593,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.6284161
+ timestamp: 1681824275.7094419
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.628416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.709442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.628416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995887}, "timestamp": {"timestamp": 1681824275.709442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.628416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.709442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.628416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.709442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.628416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.709442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05566596984863281 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', '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 0.06708240509033203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3001,40 +31637,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975349307060242
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.0751059055328
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.39258909225464
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": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 849.0}, {"feature": 5.0}, {"feature": 981.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 562.0}, {"feature": 6.0}, {"feature": 893.0}, {"feature": 9.0}, {"feature": 9.0}, {"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: 0.00037467882722929844
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013549732570277122
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026443699607625604
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0046842098236083984 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042550883983616487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001504594253324208
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015838146209716797 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7447
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.693206
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 239
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.779309
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -3044,10 +31680,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.694494
+ timestamp: 1681824275.779532
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -3056,10 +31692,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.694494
+ timestamp: 1681824275.779532
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999590456
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -3068,10 +31704,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.694494
+ timestamp: 1681824275.779532
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -3080,10 +31716,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.694494
+ timestamp: 1681824275.779532
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -3092,31 +31728,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.694494
+ timestamp: 1681824275.779532
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.694494}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.779532}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.694494}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99959046}, "timestamp": {"timestamp": 1681824275.779532}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.694494}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.779532}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.694494}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.779532}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.694494}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.779532}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03887677192687988 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', '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 0.025457143783569336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3136,40 +31772,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975352883338928
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.1253077983856
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.42110419273376
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": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 849.0}, {"feature": 5.0}, {"feature": 981.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 562.0}, {"feature": 6.0}, {"feature": 893.0}, {"feature": 10.0}, {"feature": 10.0}, {"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: 0.0003746660620873323
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013548827395698465
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026444598915986717
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003027677536010742 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000424881686194567
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0015014877138715167
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022750350763089955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015375614166259766 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7448
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.742032
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 240
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.807785
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -3179,10 +31815,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.7423229
+ timestamp: 1681824275.8080139
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -3191,10 +31827,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.7423229
+ timestamp: 1681824275.8080139
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999592185
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -3203,10 +31839,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.7423229
+ timestamp: 1681824275.8080139
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -3215,10 +31851,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.7423229
+ timestamp: 1681824275.8080139
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -3227,31 +31863,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.7423229
+ timestamp: 1681824275.8080139
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.742323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.808014}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.742323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995922}, "timestamp": {"timestamp": 1681824275.808014}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.742323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.808014}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.742323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.808014}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.742323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.808014}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07634115219116211 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', '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 0.026307344436645508 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3271,40 +31907,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975355863571167
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.2112176418304
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.4504520893097
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": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 849.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:root:Metrics: 10
+DEBUG:root:Batch time: 0.4491889476776123
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 562.0}, {"feature": 7.0}, {"feature": 1256.0}, {"feature": 10.0}, {"feature": 10.0}, {"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: 0.0003746713831932491
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013547918704115978
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644549822434783
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005460500717163086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004244927042531027
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014983814736396874
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022779498249292374
+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: 7449
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.831729
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 241
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.957049
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -3314,10 +31952,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.832943
+ timestamp: 1681824275.9572549
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -3326,10 +31964,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.832943
+ timestamp: 1681824275.9572549
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999593914
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -3338,10 +31976,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.832943
+ timestamp: 1681824275.9572549
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -3350,10 +31988,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.832943
+ timestamp: 1681824275.9572549
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -3362,31 +32000,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.832943
+ timestamp: 1681824275.9572549
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.832943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.957255}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.832943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995939}, "timestamp": {"timestamp": 1681824275.957255}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.832943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.957255}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.832943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.957255}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.832943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.957255}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04543018341064453 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', '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 0.03444385528564453 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3406,40 +32044,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975359439849854
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.2701966762543
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.6080873012543
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": "10.100.200.3:60330:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60330", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 849.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037466877320587583
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013547009604597399
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644584747031331
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003590822219848633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004235965648111849
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014953471544489898
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022750350763089955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021774768829345703 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7450
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.887343
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 242
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:35.996035
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -3449,10 +32087,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.8887191
+ timestamp: 1681824275.9964931
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -3461,10 +32099,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.8887191
+ timestamp: 1681824275.9964931
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999595582
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -3473,10 +32111,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.8887191
+ timestamp: 1681824275.9964931
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -3485,10 +32123,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.8887191
+ timestamp: 1681824275.9964931
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -3497,31 +32135,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.8887191
+ timestamp: 1681824275.9964931
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.888719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.996493}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.888719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995956}, "timestamp": {"timestamp": 1681824275.996493}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.888719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.996493}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.888719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.996493}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.888719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824275.996493}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04587697982788086 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60330:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60330', '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 0.022994279861450195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:35', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3541,40 +32179,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975362420082092
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.325519323349
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.635559797287
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 11.0}, {"feature": 8.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 9.0}, {"feature": 9.0}, {"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: 0.0003746572558580229
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013546104148522762
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002644619671627879
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004166841506958008 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042257483410476534
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014923517810646048
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002309083938598633 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7451
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.943671
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 243
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.023650
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -3584,10 +32222,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.9444749
+ timestamp: 1681824276.024143
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -3596,10 +32234,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.9444749
+ timestamp: 1681824276.024143
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999597251
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -3608,10 +32246,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.9444749
+ timestamp: 1681824276.024143
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -3620,10 +32258,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.9444749
+ timestamp: 1681824276.024143
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -3632,31 +32270,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.9444749
+ timestamp: 1681824276.024143
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.944475}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.024143}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.944475}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99959725}, "timestamp": {"timestamp": 1681824276.024143}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.944475}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.024143}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.944475}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.024143}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.944475}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.024143}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04163622856140137 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.05347800254821777 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3676,40 +32314,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975365996360779
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.3784563541412
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.6936836242676
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 11.0}, {"feature": 8.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.00037466293912964823
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013545196115894616
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446598349139094
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0041713714599609375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042150543332786954
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001489383839678212
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017423629760742188 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7452
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:21.996909
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 244
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.081104
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -3719,10 +32357,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.997288
+ timestamp: 1681824276.0815909
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -3731,10 +32369,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.997288
+ timestamp: 1681824276.0815909
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.99959892
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -3743,10 +32381,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.997288
+ timestamp: 1681824276.0815909
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -3755,10 +32393,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.997288
+ timestamp: 1681824276.0815909
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -3767,31 +32405,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725081.997288
+ timestamp: 1681824276.0815909
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.997288}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.081591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725081.997288}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995989}, "timestamp": {"timestamp": 1681824276.081591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.997288}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.081591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.997288}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.081591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725081.997288}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.081591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03710031509399414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.02922654151916504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3811,40 +32449,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975369572639465
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.4259631633759
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.72694420814514
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003746564840204643
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013544288524057308
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003921985626220703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042036661916241354
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014864476194111423
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017542839050292969 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7453
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.044473
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 245
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.114303
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -3854,10 +32492,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.04557
+ timestamp: 1681824276.1148119
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -3866,10 +32504,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.04557
+ timestamp: 1681824276.1148119
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.99960053
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -3878,10 +32516,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.04557
+ timestamp: 1681824276.1148119
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -3890,10 +32528,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.04557
+ timestamp: 1681824276.1148119
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -3902,31 +32540,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.04557
+ timestamp: 1681824276.1148119
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.04557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.114812}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.04557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996005}, "timestamp": {"timestamp": 1681824276.114812}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.04557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.114812}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.04557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.114812}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.04557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.114812}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.11488556861877441 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.08997941017150879 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3946,40 +32584,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975372552871704
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.5510947704315
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.8206045627594
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 562.0}, {"feature": 7.0}, {"feature": 1256.0}, {"feature": 11.0}, {"feature": 11.0}, {"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: 0.0003746575142790046
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013543379997935797
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003619670867919922 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004279865597931259
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014882104241126534
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004488229751586914 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7454
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.168777
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 246
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.212615
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -3989,10 +32627,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.16927
+ timestamp: 1681824276.2128811
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -4001,10 +32639,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.16927
+ timestamp: 1681824276.2128811
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999602199
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -4013,10 +32651,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.16927
+ timestamp: 1681824276.2128811
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -4025,10 +32663,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.16927
+ timestamp: 1681824276.2128811
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -4037,31 +32675,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.16927
+ timestamp: 1681824276.2128811
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.16927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.212881}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.16927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996022}, "timestamp": {"timestamp": 1681824276.212881}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.16927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.212881}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.16927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.212881}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.16927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.212881}}
DEBUG:monitoring.client.MonitoringClient: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': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.048662424087524414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4081,40 +32719,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975376129150391
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.5861308574677
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.8775165081024
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 12.0}, {"feature": 9.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.0003746341241368715
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001354248668202164
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0048177242279052734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004270952093595948
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014852605944996266
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014007091522216797 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7455
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.203134
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 247
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.264029
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -4124,10 +32762,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.203789
+ timestamp: 1681824276.264226
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -4136,10 +32774,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.203789
+ timestamp: 1681824276.264226
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999603808
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -4148,10 +32786,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.203789
+ timestamp: 1681824276.264226
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -4160,10 +32798,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.203789
+ timestamp: 1681824276.264226
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -4172,31 +32810,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.203789
+ timestamp: 1681824276.264226
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.203789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.264226}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.203789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996038}, "timestamp": {"timestamp": 1681824276.264226}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.203789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.264226}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.203789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.264226}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.203789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.264226}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03687167167663574 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.02283763885498047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4216,40 +32854,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975379705429077
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.6316959857941
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.903151512146
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 13.0}, {"feature": 10.0}, {"feature": 524.0}, {"feature": 4.0}, {"feature": 656.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.0003746288185878612
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013541579266084208
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003061532974243164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042578695443338686
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014824056881721256
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0012545585632324219 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7456
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.247273
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 248
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.289501
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -4259,10 +32897,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.247571
+ timestamp: 1681824276.289717
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -4271,10 +32909,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.247571
+ timestamp: 1681824276.289717
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999605417
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -4283,10 +32921,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.247571
+ timestamp: 1681824276.289717
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -4295,10 +32933,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.247571
+ timestamp: 1681824276.289717
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -4307,31 +32945,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.247571
+ timestamp: 1681824276.289717
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.247571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.289717}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.247571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996054}, "timestamp": {"timestamp": 1681824276.289717}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.247571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.289717}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.247571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.289717}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.247571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.289717}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052098989486694336 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.033031463623046875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4351,40 +32989,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975382685661316
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.6914064884186
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 257.9401979446411
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003746115241207975
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013540679492692893
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003818035125732422 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004259075090031039
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014794271933689458
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023832321166992188 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7457
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.308527
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 249
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.327906
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -4394,10 +33032,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.3089459
+ timestamp: 1681824276.328172
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -4406,10 +33044,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.3089459
+ timestamp: 1681824276.328172
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999606967
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -4418,10 +33056,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.3089459
+ timestamp: 1681824276.328172
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -4430,10 +33068,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.3089459
+ timestamp: 1681824276.328172
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -4442,31 +33080,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.3089459
+ timestamp: 1681824276.328172
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.308946}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.328172}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.308946}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99960697}, "timestamp": {"timestamp": 1681824276.328172}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.308946}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.328172}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.308946}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.328172}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.308946}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.328172}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.062422990798950195 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.06558656692504883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4486,40 +33124,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975386261940002
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 738.762672662735
+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: 258.00986528396606
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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": 22767.0}]}
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: 0.00037459830053140165
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013539776481917766
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029566287994384766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004249968831427395
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014765352965041274
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001802206039428711 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7458
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.377514
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 250
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.396809
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -4529,10 +33167,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.3779271
+ timestamp: 1681824276.397043
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -4541,10 +33179,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.3779271
+ timestamp: 1681824276.397043
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.9996
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -4553,10 +33191,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.3779271
+ timestamp: 1681824276.397043
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -4565,10 +33203,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.3779271
+ timestamp: 1681824276.397043
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -4577,31 +33215,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.3779271
+ timestamp: 1681824276.397043
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.377927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.397043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.377927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996}, "timestamp": {"timestamp": 1681824276.397043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.377927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.397043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.377927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.397043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.377927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.397043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022769927978515625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.03575325012207031 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4621,40 +33259,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975389838218689
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.7918953895569
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.04886388778687
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:root:Metrics: 10
+DEBUG:root:Batch time: 0.478893518447876
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"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: 0.0003745612553093582
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013538906636543777
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018999576568603516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004246232143428874
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014736028998742596
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018711090087890625 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7459
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.405715
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 251
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.442092
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -4664,10 +33304,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.410059
+ timestamp: 1681824276.44235
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -4676,10 +33316,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.410059
+ timestamp: 1681824276.44235
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999601603
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -4688,10 +33328,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.410059
+ timestamp: 1681824276.44235
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -4700,10 +33340,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.410059
+ timestamp: 1681824276.44235
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -4712,31 +33352,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.410059
+ timestamp: 1681824276.44235
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.410059}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.44235}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.410059}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996016}, "timestamp": {"timestamp": 1681824276.44235}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.410059}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.44235}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.410059}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.44235}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.410059}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.44235}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03608298301696777 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.05894064903259277 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4756,40 +33396,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975392818450928
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.8349227905273
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.1173400878906
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037454471693389196
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013538006707684122
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446598349139094
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025463104248046875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004239945666908863
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014707099019996993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001863718032836914 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7460
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.476250
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 252
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.504501
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -4799,10 +33439,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.4766271
+ timestamp: 1681824276.5047491
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -4811,10 +33451,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.4766271
+ timestamp: 1681824276.5047491
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999603212
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -4823,10 +33463,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.4766271
+ timestamp: 1681824276.5047491
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -4835,10 +33475,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.4766271
+ timestamp: 1681824276.5047491
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -4847,31 +33487,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.4766271
+ timestamp: 1681824276.5047491
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.476627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.504749}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.476627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996032}, "timestamp": {"timestamp": 1681824276.504749}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.476627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.504749}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.476627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.504749}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.476627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.504749}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04099726676940918 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.05097460746765137 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4891,40 +33531,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975396394729614
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.909764289856
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.1724474430084
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037453654487600463
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001353710126591364
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026446999981999397
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033724308013916016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043511765538770044
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001478383062476773
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.013925552368164062 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7461
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.527558
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 253
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.572716
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -4934,10 +33574,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.5277989
+ timestamp: 1681824276.573457
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -4946,10 +33586,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.5277989
+ timestamp: 1681824276.573457
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999604762
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -4958,10 +33598,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.5277989
+ timestamp: 1681824276.573457
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -4970,10 +33610,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.5277989
+ timestamp: 1681824276.573457
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -4982,31 +33622,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.5277989
+ timestamp: 1681824276.573457
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.527799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.573457}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.527799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99960476}, "timestamp": {"timestamp": 1681824276.573457}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.527799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.573457}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.527799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.573457}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.527799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.573457}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05908489227294922 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.03469395637512207 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5026,40 +33666,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975399971008301
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 738.9784059524536
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.22391533851624
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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}]}
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: 0.0003745334581004571
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013536194428878246
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.011383771896362305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004344454244160511
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014755087324148251
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022750350763089955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016355514526367188 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7462
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.602470
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 254
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.610860
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -5069,10 +33709,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.6027579
+ timestamp: 1681824276.611084
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -5081,10 +33721,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.6027579
+ timestamp: 1681824276.611084
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999606311
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -5093,10 +33733,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.6027579
+ timestamp: 1681824276.611084
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -5105,10 +33745,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.6027579
+ timestamp: 1681824276.611084
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -5117,31 +33757,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.6027579
+ timestamp: 1681824276.611084
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.602758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.611084}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.602758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996063}, "timestamp": {"timestamp": 1681824276.611084}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.602758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.611084}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.602758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.611084}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.602758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.611084}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032053470611572266 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.03523135185241699 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5161,40 +33801,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997540295124054
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.02663397789
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.26286220550537
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 790.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003745213461585336
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013535291555318233
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002645030035637319
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029675960540771484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004337770658928682
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014726512597787466
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022779498249292374
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021088123321533203 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7463
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.642893
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 255
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.652370
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -5204,10 +33844,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.6431749
+ timestamp: 1681824276.6526351
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -5216,10 +33856,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.6431749
+ timestamp: 1681824276.6526351
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999607861
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -5228,10 +33868,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.6431749
+ timestamp: 1681824276.6526351
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -5240,10 +33880,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.6431749
+ timestamp: 1681824276.6526351
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -5252,31 +33892,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.6431749
+ timestamp: 1681824276.6526351
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.643175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.652635}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.643175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99960786}, "timestamp": {"timestamp": 1681824276.652635}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.643175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.652635}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.643175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.652635}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.643175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.652635}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05556631088256836 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.04578518867492676 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5296,40 +33936,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975406527519226
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.0901908874512
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.3148443698883
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 790.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037453106891437225
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013534387426288226
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026454852195456624
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003385782241821289 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004331027337229898
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014698116193485103
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022826596978120506
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002358675003051758 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7464
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.706489
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 256
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.702905
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -5339,10 +33979,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.706754
+ timestamp: 1681824276.7035489
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -5351,10 +33991,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.706754
+ timestamp: 1681824276.7035489
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999609411
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -5363,10 +34003,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.706754
+ timestamp: 1681824276.7035489
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -5375,10 +34015,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.706754
+ timestamp: 1681824276.7035489
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -5387,31 +34027,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.706754
+ timestamp: 1681824276.7035489
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.706754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.703549}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.706754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996094}, "timestamp": {"timestamp": 1681824276.703549}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.706754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.703549}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.706754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.703549}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.706754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.703549}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042838335037231445 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.031096220016479492 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5431,40 +34071,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975410103797913
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.1409955024719
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.35056042671204
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 790.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 873.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 588.0}, {"feature": 3.0}, {"feature": 588.0}, {"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: 0.00037452256347864305
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013533482867910437
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026459404034540057
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00606536865234375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043241264921855833
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001466990828703148
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022873695706948638
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002399444580078125 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7465
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.765636
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 257
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.738623
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -5474,10 +34114,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.76644
+ timestamp: 1681824276.73898
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -5486,10 +34126,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.76644
+ timestamp: 1681824276.73898
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.99961096
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -5498,10 +34138,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.76644
+ timestamp: 1681824276.73898
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -5510,10 +34150,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.76644
+ timestamp: 1681824276.73898
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -5522,31 +34162,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.76644
+ timestamp: 1681824276.73898
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.76644}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.73898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.76644}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961096}, "timestamp": {"timestamp": 1681824276.73898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.76644}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.73898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.76644}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.73898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.76644}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.73898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04642343521118164 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.06038069725036621 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5566,40 +34206,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975413084030151
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.203773021698
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.41615629196167
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": "10.100.200.3:42102:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42102", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037451917175857207
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013532576813914832
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003635406494140625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004318440071299903
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014641734417397763
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022887595696374774
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018985271453857422 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7466
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.820350
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 258
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.803937
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -5609,10 +34249,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.8205659
+ timestamp: 1681824276.80414
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -5621,10 +34261,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.8205659
+ timestamp: 1681824276.80414
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999612451
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -5633,10 +34273,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.8205659
+ timestamp: 1681824276.80414
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -5645,10 +34285,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.8205659
+ timestamp: 1681824276.80414
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -5657,31 +34297,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.8205659
+ timestamp: 1681824276.80414
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.820566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.80414}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.820566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961245}, "timestamp": {"timestamp": 1681824276.80414}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.820566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.80414}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.820566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.80414}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.820566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.80414}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06209921836853027 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42102:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42102', '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 0.033896446228027344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5701,40 +34341,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975416660308838
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.2741656303406
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.45407152175903
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": "10.100.200.3:42102:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42102", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"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: 0.00037451415513145103
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00135316713189602
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003144502639770508 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004311786828792751
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001461383193357232
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002290149568580091
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002505779266357422 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7467
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.892046
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 259
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.873970
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -5744,10 +34384,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.892303
+ timestamp: 1681824276.874198
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -5756,10 +34396,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.892303
+ timestamp: 1681824276.874198
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999613941
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -5768,10 +34408,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.892303
+ timestamp: 1681824276.874198
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -5780,10 +34420,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.892303
+ timestamp: 1681824276.874198
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -5792,31 +34432,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.892303
+ timestamp: 1681824276.874198
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.892303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.874198}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.892303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961394}, "timestamp": {"timestamp": 1681824276.874198}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.892303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.874198}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.892303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.874198}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.892303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.874198}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03746223449707031 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42102:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42102', '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 0.027891874313354492 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5836,40 +34476,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975419640541077
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.3212263584137
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.518381357193
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": "10.100.200.3:42102:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42102", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0003745115520050984
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001353076549868206
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031545162200927734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043041018809442626
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014586225680145168
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022903550416231155
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001836538314819336 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7468
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.937004
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 260
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.905876
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -5879,10 +34519,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.9373009
+ timestamp: 1681824276.90652
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -5891,10 +34531,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.9373009
+ timestamp: 1681824276.90652
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999615431
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -5903,10 +34543,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.9373009
+ timestamp: 1681824276.90652
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -5915,10 +34555,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.9373009
+ timestamp: 1681824276.90652
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -5927,31 +34567,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.9373009
+ timestamp: 1681824276.90652
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.937301}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.90652}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.937301}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961543}, "timestamp": {"timestamp": 1681824276.90652}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.937301}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.90652}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.937301}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.90652}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.937301}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.90652}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03387737274169922 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42102:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42102', '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 0.023715972900390625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5971,40 +34611,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975423216819763
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.3625888824463
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.54624223709106
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": "10.100.200.3:41964:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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:root:Metrics: 10
+DEBUG:root:Batch time: 0.49188804626464844
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 4.0}, {"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: 0.0003745082577782505
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013529859972869621
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646360080689192
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031867027282714844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043001264321235975
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014558397027476075
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000229056051466614
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030374526977539062 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7469
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:22.983661
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 261
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:36.975229
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -6014,10 +34656,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.98393
+ timestamp: 1681824276.97612
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -6026,10 +34668,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.98393
+ timestamp: 1681824276.97612
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999616921
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -6038,10 +34680,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.98393
+ timestamp: 1681824276.97612
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -6050,10 +34692,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.98393
+ timestamp: 1681824276.97612
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -6062,31 +34704,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725082.98393
+ timestamp: 1681824276.97612
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.98393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.97612}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725082.98393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996169}, "timestamp": {"timestamp": 1681824276.97612}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.98393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.97612}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.98393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.97612}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725082.98393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824276.97612}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03157973289489746 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41964:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41964', '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 0.026417255401611328 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6106,40 +34748,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997542679309845
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.406888961792
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.6200442314148
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": "10.100.200.3:41964:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003744994643003427
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013528956463909456
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003019571304321289 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042933020194217507
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014531005530770194
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022909350809641182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.007142543792724609 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7470
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.022140
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 262
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.013910
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -6149,10 +34791,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.0224259
+ timestamp: 1681824277.0147181
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -6161,10 +34803,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.0224259
+ timestamp: 1681824277.0147181
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999618411
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -6173,10 +34815,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.0224259
+ timestamp: 1681824277.0147181
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -6185,10 +34827,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.0224259
+ timestamp: 1681824277.0147181
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -6197,31 +34839,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.0224259
+ timestamp: 1681824277.0147181
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.022426}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.014718}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.022426}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996184}, "timestamp": {"timestamp": 1681824277.014718}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.022426}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.014718}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.022426}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.014718}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.022426}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.014718}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.09490060806274414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41964:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41964', '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 0.030782222747802734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6241,40 +34883,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975429773330688
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.5087492465973
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.66186475753784
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": "10.100.200.3:41964:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037451152701566343
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013528055019580384
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004134416580200195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042856635327518213
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014503880733747455
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000229056051466614
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002793550491333008 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7471
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.128011
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 263
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.051270
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -6284,10 +34926,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.128298
+ timestamp: 1681824277.0520489
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -6296,10 +34938,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.128298
+ timestamp: 1681824277.0520489
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999619842
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -6308,10 +34950,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.128298
+ timestamp: 1681824277.0520489
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -6320,10 +34962,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.128298
+ timestamp: 1681824277.0520489
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -6332,31 +34974,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.128298
+ timestamp: 1681824277.0520489
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.128298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.052049}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.128298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961984}, "timestamp": {"timestamp": 1681824277.052049}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.128298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.052049}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.128298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.052049}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.128298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.052049}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05276203155517578 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41964:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41964', '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 0.025620460510253906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6376,40 +35018,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975433349609375
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.5724337100983
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.69429779052734
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": "10.100.200.3:41964:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "41964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 588.0}, {"feature": 3.0}, {"feature": 588.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.00037449621350833014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001352715621512985
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035750865936279297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004309465867029785
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014481530700089784
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022909350809641182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029108524322509766 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.188655
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 264
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.083332
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -6419,10 +35061,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.189074
+ timestamp: 1681824277.08357
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -6431,10 +35073,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.189074
+ timestamp: 1681824277.08357
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999621272
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -6443,10 +35085,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.189074
+ timestamp: 1681824277.08357
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -6455,10 +35097,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.189074
+ timestamp: 1681824277.08357
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -6467,31 +35109,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.189074
+ timestamp: 1681824277.08357
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.189074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.08357}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.189074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996213}, "timestamp": {"timestamp": 1681824277.08357}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.189074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.08357}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.189074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.08357}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.189074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.08357}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03807353973388672 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:41964:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '41964', '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 0.023403167724609375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6511,40 +35153,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975436925888062
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.6185088157654
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.72299242019653
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": "10.100.200.3:26984:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26984", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 200.0}, {"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: 0.000374485651057557
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013526254197664192
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004912137985229492 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042975116191642745
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014455486215958517
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000229056051466614
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0012087821960449219 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7473
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.236792
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 265
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.109221
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -6554,10 +35196,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.2378321
+ timestamp: 1681824277.109422
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -6566,10 +35208,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.2378321
+ timestamp: 1681824277.109422
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999622703
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -6578,10 +35220,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.2378321
+ timestamp: 1681824277.109422
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -6590,10 +35232,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.2378321
+ timestamp: 1681824277.109422
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -6602,31 +35244,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.2378321
+ timestamp: 1681824277.109422
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.237832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.109422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.237832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996227}, "timestamp": {"timestamp": 1681824277.109422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.237832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.109422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.237832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.109422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.237832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.109422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039269447326660156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26984:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '26984', '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 0.020949125289916992 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6646,40 +35288,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.99754399061203
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.667783498764
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.7464940547943
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": "10.100.200.3:26984:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26984", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 200.0}, {"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: 0.000374464688967235
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013525361419243864
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033435821533203125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004287162927833659
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0001024029916152358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001442927212466205
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022903550416231155
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016558170318603516 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7474
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.283641
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 266
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.133660
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -6689,10 +35331,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.283895
+ timestamp: 1681824277.1340311
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -6701,10 +35343,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.283895
+ timestamp: 1681824277.1340311
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999624133
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -6713,10 +35355,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.283895
+ timestamp: 1681824277.1340311
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -6725,10 +35367,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.283895
+ timestamp: 1681824277.1340311
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -6737,31 +35379,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.283895
+ timestamp: 1681824277.1340311
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.283895}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.134031}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.283895}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99962413}, "timestamp": {"timestamp": 1681824277.134031}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.283895}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.134031}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.283895}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.134031}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.283895}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.134031}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029442310333251953 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26984:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '26984', '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 0.04875612258911133 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6781,40 +35423,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975443482398987
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.7047779560089
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.7992653846741
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": "10.100.200.3:26984:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26984", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 200.0}, {"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: 0.0003744478338946243
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013524464532439638
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646360080689192
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003014802932739258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042747454639273076
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014403649524659607
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002290149568580091
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013616085052490234 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7475
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.320981
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 267
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.185862
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -6824,10 +35466,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.321239
+ timestamp: 1681824277.18608
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -6836,10 +35478,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.321239
+ timestamp: 1681824277.18608
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999625564
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -6848,10 +35490,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.321239
+ timestamp: 1681824277.18608
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -6860,10 +35502,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.321239
+ timestamp: 1681824277.18608
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -6872,31 +35514,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.321239
+ timestamp: 1681824277.18608
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.321239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.18608}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.321239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99962556}, "timestamp": {"timestamp": 1681824277.18608}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.321239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.18608}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.321239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.18608}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.321239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.18608}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05560731887817383 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26984:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '26984', '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 0.039647817611694336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6916,40 +35558,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975446462631226
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.7682571411133
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.8417956829071
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": "10.100.200.3:26984:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26984", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 11.0}, {"feature": 8.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037442973399197973
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013523569030781653
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006214141845703125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042647126811876226
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014377686580089922
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022887595696374774
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013921260833740234 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7476
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.387225
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 268
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.228404
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -6959,10 +35601,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.3875811
+ timestamp: 1681824277.22865
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -6971,10 +35613,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.3875811
+ timestamp: 1681824277.22865
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999627
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -6983,10 +35625,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.3875811
+ timestamp: 1681824277.22865
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -6995,10 +35637,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.3875811
+ timestamp: 1681824277.22865
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -7007,31 +35649,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.3875811
+ timestamp: 1681824277.22865
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.387581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.22865}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.387581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999627}, "timestamp": {"timestamp": 1681824277.22865}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.387581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.22865}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.387581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.22865}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.387581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.22865}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04198789596557617 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26984:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '26984', '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 0.0251162052154541 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7051,40 +35693,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975450038909912
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.8212671279907
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.88717341423035
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": "10.100.200.3:26984:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26984", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 9.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"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: 0.00037441456123254324
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013522671019596658
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031256675720214844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004254925609168122
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014351831741230483
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022873695706948638
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013883113861083984 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7477
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.437213
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 269
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.273656
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -7094,10 +35736,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.437705
+ timestamp: 1681824277.2740641
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -7106,10 +35748,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.437705
+ timestamp: 1681824277.2740641
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999628365
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -7118,10 +35760,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.437705
+ timestamp: 1681824277.2740641
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -7130,10 +35772,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.437705
+ timestamp: 1681824277.2740641
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -7142,31 +35784,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.437705
+ timestamp: 1681824277.2740641
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.437705}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.274064}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.437705}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99962837}, "timestamp": {"timestamp": 1681824277.274064}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.437705}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.274064}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.437705}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.274064}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.437705}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.274064}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.054611921310424805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26984:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '26984', '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 0.027019739151000977 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7186,40 +35828,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975453615188599
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.8836150169373
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.9169807434082
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": "10.100.200.3:14004:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14004", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 200.0}, {"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: 0.00037439268886576963
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001352178005256793
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005770206451416016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042462068851347324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001432594332066648
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002285874797962606
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014836788177490234 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7478
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.504168
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 270
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.303626
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -7229,10 +35871,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.5055721
+ timestamp: 1681824277.303858
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -7241,10 +35883,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.5055721
+ timestamp: 1681824277.303858
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999629736
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -7253,10 +35895,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.5055721
+ timestamp: 1681824277.303858
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -7265,10 +35907,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.5055721
+ timestamp: 1681824277.303858
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -7277,31 +35919,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.5055721
+ timestamp: 1681824277.303858
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.505572}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.303858}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.505572}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99962974}, "timestamp": {"timestamp": 1681824277.303858}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.505572}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.303858}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.505572}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.303858}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.505572}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.303858}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053069114685058594 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14004:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14004', '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 0.02788257598876953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7321,40 +35963,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975456595420837
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 739.9512143135071
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 258.94777941703796
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": "10.100.200.3:14004:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14004", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:root:Metrics: 10
+DEBUG:root:Batch time: 0.3615536689758301
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 977.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.0003743805392916266
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013520880121189172
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005804777145385742 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004240292911864542
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001429981745475674
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022873695706948638
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024652481079101562 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7479
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.570855
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 271
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.374882
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -7364,10 +36008,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.571496
+ timestamp: 1681824277.375169
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -7376,10 +36020,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.571496
+ timestamp: 1681824277.375169
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999631107
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -7388,10 +36032,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.571496
+ timestamp: 1681824277.375169
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -7400,10 +36044,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.571496
+ timestamp: 1681824277.375169
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -7412,31 +36056,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.571496
+ timestamp: 1681824277.375169
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.571496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.375169}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.571496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996311}, "timestamp": {"timestamp": 1681824277.375169}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.571496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.375169}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.571496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.375169}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.571496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.375169}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04500627517700195 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14004:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14004', '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 0.04524660110473633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7456,40 +36100,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975460171699524
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.0082232952118
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.0363914966583
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": "10.100.200.3:14004:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14004", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 200.0}, {"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: 0.000374361067422962
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013519986775867362
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005547046661376953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042318675717551205
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014274180686302635
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002285874797962606
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003931999206542969 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7480
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.628289
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 272
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.425460
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -7499,10 +36143,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.630698
+ timestamp: 1681824277.425689
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -7511,10 +36155,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.630698
+ timestamp: 1681824277.425689
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999632478
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -7523,10 +36167,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.630698
+ timestamp: 1681824277.425689
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -7535,10 +36179,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.630698
+ timestamp: 1681824277.425689
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -7547,31 +36191,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.630698
+ timestamp: 1681824277.425689
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.630698}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.425689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.630698}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996325}, "timestamp": {"timestamp": 1681824277.425689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.630698}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.425689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.630698}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.425689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.630698}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.425689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06663322448730469 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14004:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14004', '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 0.0737147331237793 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7591,40 +36235,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997546374797821
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.0882096290588
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.1154968738556
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": "10.100.200.3:14004:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14004", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0003743594998374652
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013519083192022499
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003968715667724609 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042242822689328327
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014248562702936
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002284380025230348
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001837015151977539 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7481
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.705989
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 273
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.502841
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -7634,10 +36278,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.7063041
+ timestamp: 1681824277.5034029
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -7646,10 +36290,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.7063041
+ timestamp: 1681824277.5034029
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999633849
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -7658,10 +36302,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.7063041
+ timestamp: 1681824277.5034029
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -7670,10 +36314,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.7063041
+ timestamp: 1681824277.5034029
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -7682,31 +36326,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.7063041
+ timestamp: 1681824277.5034029
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.706304}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.503403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.706304}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99963385}, "timestamp": {"timestamp": 1681824277.503403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.706304}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.503403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.706304}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.503403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.706304}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.503403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03515052795410156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14004:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14004', '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 0.06799745559692383 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7726,40 +36370,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975466728210449
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.133546590805
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.1871016025543
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": "10.100.200.3:42090:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42090", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"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: 0.00037434471107544357
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013518185773029924
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006236553192138672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042166487193992703
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001422309715152306
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022811649250797927
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001772165298461914 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7482
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.754994
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 274
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.574146
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -7769,10 +36413,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.756722
+ timestamp: 1681824277.5743639
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -7781,10 +36425,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.756722
+ timestamp: 1681824277.5743639
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.99963516
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -7793,10 +36437,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.756722
+ timestamp: 1681824277.5743639
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -7805,10 +36449,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.756722
+ timestamp: 1681824277.5743639
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -7817,31 +36461,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.756722
+ timestamp: 1681824277.5743639
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.756722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.574364}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.756722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99963516}, "timestamp": {"timestamp": 1681824277.574364}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.756722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.574364}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.756722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.574364}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.756722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.574364}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04907822608947754 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42090:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42090', '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 0.03848147392272949 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7861,40 +36505,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975470304489136
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.2010045051575
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.2289562225342
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": "10.100.200.3:21494:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21494", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 9.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 588.0}, {"feature": 3.0}, {"feature": 588.0}, {"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: 0.00037433758549345925
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013517283888279865
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0037217140197753906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042091053042730145
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014197762514738003
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022779498249292374
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016298294067382812 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7483
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.818856
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 275
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.616046
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -7904,10 +36548,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.8195
+ timestamp: 1681824277.616297
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -7916,10 +36560,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.8195
+ timestamp: 1681824277.616297
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999636471
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -7928,10 +36572,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.8195
+ timestamp: 1681824277.616297
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -7940,10 +36584,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.8195
+ timestamp: 1681824277.616297
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -7952,31 +36596,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.8195
+ timestamp: 1681824277.616297
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.8195}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.616297}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.8195}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996365}, "timestamp": {"timestamp": 1681824277.616297}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.8195}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.616297}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.8195}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.616297}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.8195}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.616297}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03548550605773926 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21494:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21494', '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 0.05569767951965332 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7996,40 +36640,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975473284721375
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.2467148303986
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.288024187088
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": "10.100.200.3:21494:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21494", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 9.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 977.0}, {"feature": 9.0}, {"feature": 9.0}, {"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: 0.00037435172224161724
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013516386311310407
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005984783172607422 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004202144414918713
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001417248869377825
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022811649250797927
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016307830810546875 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7484
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.867695
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 276
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.674841
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -8039,10 +36683,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.8713789
+ timestamp: 1681824277.6750579
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -8051,10 +36695,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.8713789
+ timestamp: 1681824277.6750579
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999637842
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -8063,10 +36707,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.8713789
+ timestamp: 1681824277.6750579
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -8075,10 +36719,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.8713789
+ timestamp: 1681824277.6750579
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -8087,31 +36731,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.8713789
+ timestamp: 1681824277.6750579
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.871379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.675058}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.871379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99963784}, "timestamp": {"timestamp": 1681824277.675058}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.871379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.675058}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.871379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.675058}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.871379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.675058}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03982877731323242 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21494:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21494', '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 0.03540492057800293 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8131,40 +36775,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975476861000061
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.2994360923767
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.3265001773834
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": "10.100.200.3:21494:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21494", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 9.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003743504922160146
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013515483424823332
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646360080689192
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004422187805175781 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00041946290197045905
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014147434405573191
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022779498249292374
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015516281127929688 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7485
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.917650
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 277
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.713161
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -8174,10 +36818,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.9188449
+ timestamp: 1681824277.713388
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -8186,10 +36830,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.9188449
+ timestamp: 1681824277.713388
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999639153
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -8198,10 +36842,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.9188449
+ timestamp: 1681824277.713388
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -8210,10 +36854,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.9188449
+ timestamp: 1681824277.713388
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -8222,31 +36866,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.9188449
+ timestamp: 1681824277.713388
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.918845}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.713388}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.918845}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99963915}, "timestamp": {"timestamp": 1681824277.713388}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.918845}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.713388}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.918845}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.713388}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.918845}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.713388}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06904292106628418 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21494:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21494', '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 0.031017065048217773 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8266,40 +36910,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975480437278748
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.3800251483917
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.36079001426697
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": "10.100.200.3:21494:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21494", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 10.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29542:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29542", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.00037434863855561175
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013514580772526212
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004013776779174805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00041899243817771886
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014122183528130123
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022811649250797927
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016922950744628906 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7486
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:23.998524
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 278
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.772878
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -8309,10 +36953,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.998935
+ timestamp: 1681824277.7731061
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -8321,10 +36965,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.998935
+ timestamp: 1681824277.7731061
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999640405
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -8333,10 +36977,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.998935
+ timestamp: 1681824277.7731061
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -8345,10 +36989,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.998935
+ timestamp: 1681824277.7731061
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -8357,31 +37001,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725083.998935
+ timestamp: 1681824277.7731061
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.998935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.773106}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725083.998935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996404}, "timestamp": {"timestamp": 1681824277.773106}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.998935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.773106}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.998935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.773106}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725083.998935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.773106}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02906513214111328 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21494:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21494', '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 0.04196429252624512 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29542:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29542', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8401,40 +37045,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975483417510986
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.4198627471924
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.43112444877625
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": "10.100.200.3:21494:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21494", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 14.0}, {"feature": 11.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 588.0}, {"feature": 3.0}, {"feature": 588.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.00037434948794556183
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013513678225922396
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.01213526725769043 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00041822457997342006
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014097433597648093
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022779498249292374
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015015602111816406 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7487
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.044950
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 279
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.817990
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -8444,10 +37088,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.0452139
+ timestamp: 1681824277.81822
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -8456,10 +37100,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.0452139
+ timestamp: 1681824277.81822
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999641716
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -8468,10 +37112,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.0452139
+ timestamp: 1681824277.81822
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -8480,10 +37124,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.0452139
+ timestamp: 1681824277.81822
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -8492,31 +37136,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.0452139
+ timestamp: 1681824277.81822
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.045214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.81822}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.045214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996417}, "timestamp": {"timestamp": 1681824277.81822}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.045214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.81822}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.045214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.81822}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.045214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.81822}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04754447937011719 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21494:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21494', '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 0.052959442138671875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8536,40 +37180,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975486993789673
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.4857566356659
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.4872281551361
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": "10.100.200.3:15205:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15205", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"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}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 977.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.00037433425363543263
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013512782269665775
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003448009490966797 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00041768535655657094
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014072525325345513
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022811649250797927
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018944740295410156 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7488
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.102710
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 280
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.874334
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -8579,10 +37223,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.103241
+ timestamp: 1681824277.8745611
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -8591,10 +37235,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.103241
+ timestamp: 1681824277.8745611
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999643
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -8603,10 +37247,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.103241
+ timestamp: 1681824277.8745611
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -8615,10 +37259,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.103241
+ timestamp: 1681824277.8745611
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -8627,31 +37271,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.103241
+ timestamp: 1681824277.8745611
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.103241}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.874561}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.103241}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999643}, "timestamp": {"timestamp": 1681824277.874561}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.103241}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.874561}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.103241}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.874561}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.103241}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.874561}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032521963119506836 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15205:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15205', '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 0.03466224670410156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8671,40 +37315,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975489974021912
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.5269014835358
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.5252916812897
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": "10.100.200.3:15205:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15205", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:root:Metrics: 10
+DEBUG:root:Batch time: 0.5386717319488525
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 977.0}, {"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: 0.000374328181629652
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013511881085813526
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0050334930419921875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00041711081073742055
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014047791911024642
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002284380025230348
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015461444854736328 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7489
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.144998
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 281
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.917418
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -8714,10 +37360,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.146018
+ timestamp: 1681824277.9176631
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -8726,10 +37372,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.146018
+ timestamp: 1681824277.9176631
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999644279
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -8738,10 +37384,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.146018
+ timestamp: 1681824277.9176631
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -8750,10 +37396,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.146018
+ timestamp: 1681824277.9176631
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -8762,31 +37408,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.146018
+ timestamp: 1681824277.9176631
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.146018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.917663}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.146018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996443}, "timestamp": {"timestamp": 1681824277.917663}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.146018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.917663}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.146018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.917663}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.146018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.917663}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042333126068115234 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15205:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15205', '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 0.03283214569091797 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8806,40 +37452,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975493550300598
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.5798466205597
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.59099793434143
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": "10.100.200.3:15205:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15205", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 14.0}, {"feature": 11.0}, {"feature": 849.0}, {"feature": 5.0}, {"feature": 981.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.0003743068896155078
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00135109916253309
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002652883529663086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004167349425768678
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014023003907828078
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002285874797962606
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00409245491027832 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7490
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.195463
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 282
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:37.980883
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -8849,10 +37495,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.1957321
+ timestamp: 1681824277.98119
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -8861,10 +37507,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.1957321
+ timestamp: 1681824277.98119
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999645531
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -8873,10 +37519,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.1957321
+ timestamp: 1681824277.98119
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -8885,10 +37531,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.1957321
+ timestamp: 1681824277.98119
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -8897,31 +37543,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.1957321
+ timestamp: 1681824277.98119
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.195732}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.98119}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.195732}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964553}, "timestamp": {"timestamp": 1681824277.98119}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.195732}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.98119}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.195732}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.98119}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.195732}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824277.98119}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0467371940612793 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15205:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15205', '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 0.05888867378234863 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:37', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8941,40 +37587,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975497126579285
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.6344311237335
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.6561360359192
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": "10.100.200.3:15205:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15205", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.0003742926007544739
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013510095439918188
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00792694091796875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044056282966157466
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014558875112492056
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022873695706948638
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.008727312088012695 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7491
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.257259
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 283
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.050168
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -8984,10 +37630,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.25877
+ timestamp: 1681824278.0503991
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -8996,10 +37642,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.25877
+ timestamp: 1681824278.0503991
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999646783
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -9008,10 +37654,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.25877
+ timestamp: 1681824278.0503991
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -9020,10 +37666,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.25877
+ timestamp: 1681824278.0503991
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -9032,31 +37678,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.25877
+ timestamp: 1681824278.0503991
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.25877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.050399}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.25877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996468}, "timestamp": {"timestamp": 1681824278.050399}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.25877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.050399}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.25877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.050399}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.25877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.050399}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06876111030578613 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15205:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15205', '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 0.03823447227478027 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9076,40 +37722,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975500106811523
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.7178790569305
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.7048921585083
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": "10.100.200.15:59224:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59224", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1489.0}, {"feature": 5.0}, {"feature": 1489.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 3552.0}, {"feature": 7.0}, {"feature": 3552.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 14.0}, {"feature": 11.0}, {"feature": 849.0}, {"feature": 5.0}, {"feature": 981.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.00037430714886338195
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013509199643100527
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004292964935302734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004402088021046259
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014533342717152127
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022876347065903246
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024428367614746094 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7492
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.335620
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 284
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.093361
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -9119,10 +37765,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.3364921
+ timestamp: 1681824278.093689
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -9131,10 +37777,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.3364921
+ timestamp: 1681824278.093689
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999648035
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -9143,10 +37789,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.3364921
+ timestamp: 1681824278.093689
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -9155,10 +37801,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.3364921
+ timestamp: 1681824278.093689
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -9167,31 +37813,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.3364921
+ timestamp: 1681824278.093689
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.336492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.093689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.336492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964803}, "timestamp": {"timestamp": 1681824278.093689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.336492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.093689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.336492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.093689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.336492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.093689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0575101375579834 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999995827674866, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59224:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59224', '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 0.03288865089416504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9211,40 +37857,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997550368309021
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9999995827674866
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.7853901386261
+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: 259.74248003959656
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": "10.100.200.15:59224:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59224", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1489.0}, {"feature": 5.0}, {"feature": 1489.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 3644.0}, {"feature": 8.0}, {"feature": 3644.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 10.0}, {"feature": 6.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.0003742838198741423
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013508313250769712
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005113124847412109 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000439207416779378
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014508804682274465
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022873695706948638
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00806570053100586 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7493
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.403679
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 285
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.135607
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -9254,10 +37900,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.40423
+ timestamp: 1681824278.1358261
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -9266,10 +37912,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.40423
+ timestamp: 1681824278.1358261
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999649286
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -9278,10 +37924,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.40423
+ timestamp: 1681824278.1358261
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -9290,10 +37936,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.40423
+ timestamp: 1681824278.1358261
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -9302,31 +37948,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.40423
+ timestamp: 1681824278.1358261
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.40423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.135826}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.40423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996493}, "timestamp": {"timestamp": 1681824278.135826}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.40423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.135826}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.40423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.135826}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.40423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.135826}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0422210693359375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999995827674866, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59224:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59224', '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 0.05321860313415527 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9346,40 +37992,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997550368309021
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9999995827674866
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.8375720977783
+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: 259.80520963668823
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": "10.100.200.15:59224:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59224", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1489.0}, {"feature": 5.0}, {"feature": 1489.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 3644.0}, {"feature": 8.0}, {"feature": 3644.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003742715199207049
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001350741614170559
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025222301483154297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004386514994328829
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001448372148832832
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022876347065903246
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001550436019897461 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7494
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.452402
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 286
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.192029
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -9389,10 +38035,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.4526379
+ timestamp: 1681824278.1922469
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -9401,10 +38047,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.4526379
+ timestamp: 1681824278.1922469
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999650538
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -9413,10 +38059,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.4526379
+ timestamp: 1681824278.1922469
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -9425,10 +38071,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.4526379
+ timestamp: 1681824278.1922469
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -9437,31 +38083,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.4526379
+ timestamp: 1681824278.1922469
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.452638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.192247}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.452638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965054}, "timestamp": {"timestamp": 1681824278.192247}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.452638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.192247}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.452638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.192247}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.452638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.192247}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052217960357666016 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999995827674866, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59224:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59224', '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 0.04390692710876465 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9481,40 +38127,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997550368309021
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9999995827674866
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 740.8963150978088
+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: 259.8542392253876
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": "10.100.200.3:42104:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42104", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 15.0}, {"feature": 12.0}, {"feature": 849.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.00037425492451854893
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013506522656902766
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026035308837890625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004381437450063249
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014458721492383896
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022878998424857855
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004014015197753906 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7495
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.511395
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 287
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.245834
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -9524,10 +38170,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.5116451
+ timestamp: 1681824278.2466481
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -9536,10 +38182,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.5116451
+ timestamp: 1681824278.2466481
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.99965173
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -9548,10 +38194,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.5116451
+ timestamp: 1681824278.2466481
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -9560,10 +38206,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.5116451
+ timestamp: 1681824278.2466481
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -9572,31 +38218,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.5116451
+ timestamp: 1681824278.2466481
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.511645}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.246648}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.511645}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965173}, "timestamp": {"timestamp": 1681824278.246648}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.511645}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.246648}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.511645}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.246648}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.511645}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.246648}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0668189525604248 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42104:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42104', '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 0.060491323471069336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9616,40 +38262,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997550368309021
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 740.9699139595032
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 259.9232454299927
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": "10.100.200.3:42104:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42104", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 15.0}, {"feature": 12.0}, {"feature": 849.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.00037424119747603627
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013505626940068262
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028688907623291016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043775454792517447
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014433748313812402
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022890247055329382
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002507925033569336 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7496
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.594220
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 288
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.311837
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -9659,10 +38305,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.594481
+ timestamp: 1681824278.3126371
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -9671,10 +38317,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.594481
+ timestamp: 1681824278.3126371
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999653
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -9683,10 +38329,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.594481
+ timestamp: 1681824278.3126371
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -9695,10 +38341,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.594481
+ timestamp: 1681824278.3126371
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -9707,31 +38353,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.594481
+ timestamp: 1681824278.3126371
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.594481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.312637}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.594481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999653}, "timestamp": {"timestamp": 1681824278.312637}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.594481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.312637}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.594481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.312637}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.594481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.312637}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05774974822998047 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42104:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42104', '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 0.0762944221496582 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9751,40 +38397,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975506663322449
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.0451452732086
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.0062804222107
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": "10.100.200.3:42104:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42104", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037422698363562387
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013504731781683987
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646499779075384
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002554655075073242 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004373667294410892
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014408905102494308
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002290149568580091
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003228902816772461 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7497
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.660640
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 289
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.397141
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -9794,10 +38440,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.6608591
+ timestamp: 1681824278.398351
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -9806,10 +38452,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.6608591
+ timestamp: 1681824278.398351
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999654174
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -9818,10 +38464,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.6608591
+ timestamp: 1681824278.398351
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -9830,10 +38476,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.6608591
+ timestamp: 1681824278.398351
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -9842,31 +38488,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.6608591
+ timestamp: 1681824278.398351
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.660859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.398351}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.660859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996542}, "timestamp": {"timestamp": 1681824278.398351}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.660859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.398351}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.660859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.398351}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.660859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.398351}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03920769691467285 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42104:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42104', '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 0.053316593170166016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9886,40 +38532,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975510239601135
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.091605424881
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.0668611526489
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": "10.100.200.3:63655:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63655", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1043.0}, {"feature": 7.0}, {"feature": 2019.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1597.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003742205432535314
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013503832347448658
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646819921210408
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.012952804565429688 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004366540614965147
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014384550924881
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022903550416231155
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028727054595947266 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7498
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.717992
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 290
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.455696
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -9929,10 +38575,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.7187631
+ timestamp: 1681824278.471313
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -9941,10 +38587,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.7187631
+ timestamp: 1681824278.471313
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999655366
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -9953,10 +38599,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.7187631
+ timestamp: 1681824278.471313
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -9965,10 +38611,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.7187631
+ timestamp: 1681824278.471313
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -9977,31 +38623,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.7187631
+ timestamp: 1681824278.471313
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.718763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.471313}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.718763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965537}, "timestamp": {"timestamp": 1681824278.471313}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.718763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.471313}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.718763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.471313}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.718763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.471313}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07028627395629883 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63655:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63655', '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 0.08029508590698242 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10021,40 +38667,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975513815879822
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.1803958415985
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.1524350643158
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": "10.100.200.3:63655:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63655", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1043.0}, {"feature": 7.0}, {"feature": 2019.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1597.0}]}
+DEBUG:root:Metrics: 10
+DEBUG:root:Batch time: 0.6224055290222168
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 11.0}, {"feature": 7.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.000374204105391623
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013502939443904688
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646499779075384
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002146005630493164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004359789101064487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014360274203647294
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000229056051466614
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002044200897216797 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7499
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.796182
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 291
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.549561
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -10064,10 +38712,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.796428
+ timestamp: 1681824278.549809
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -10076,10 +38724,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.796428
+ timestamp: 1681824278.549809
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999656558
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -10088,10 +38736,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.796428
+ timestamp: 1681824278.549809
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -10100,10 +38748,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.796428
+ timestamp: 1681824278.549809
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -10112,31 +38760,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.796428
+ timestamp: 1681824278.549809
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.796428}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.549809}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.796428}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965656}, "timestamp": {"timestamp": 1681824278.549809}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.796428}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.549809}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.796428}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.549809}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.796428}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.549809}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03128790855407715 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63655:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63655', '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 0.08744025230407715 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10156,40 +38804,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997551679611206
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.2191429138184
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.253301858902
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": "10.100.200.3:42092:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42092", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 12.0}, {"feature": 8.0}, {"feature": 432.0}, {"feature": 3.0}, {"feature": 764.0}, {"feature": 6.0}, {"feature": 6.0}, {"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: 0.00037418140217972297
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013502053531516468
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002956390380859375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004353090269133857
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014336119049778249
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022909350809641182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015478134155273438 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7500
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.834280
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 292
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.640408
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -10199,10 +38847,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.834573
+ timestamp: 1681824278.64061
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -10211,10 +38859,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.834573
+ timestamp: 1681824278.64061
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.99965775
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -10223,10 +38871,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.834573
+ timestamp: 1681824278.64061
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -10235,10 +38883,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.834573
+ timestamp: 1681824278.64061
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -10247,31 +38895,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.834573
+ timestamp: 1681824278.64061
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.834573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.64061}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.834573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965775}, "timestamp": {"timestamp": 1681824278.64061}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.834573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.64061}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.834573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.64061}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.834573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.64061}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037624359130859375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42092:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42092', '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 0.08993148803710938 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10291,40 +38939,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975520372390747
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.2638623714447
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.34686493873596
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 12.0}, {"feature": 8.0}, {"feature": 432.0}, {"feature": 3.0}, {"feature": 764.0}, {"feature": 7.0}, {"feature": 7.0}, {"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: 0.0003741549244565213
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001350117295710205
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025522708892822266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004458148972093169
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014423791523942027
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022913096472620964
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.008302450180053711 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7501
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.878996
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 293
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.740623
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -10334,10 +38982,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.879282
+ timestamp: 1681824278.740869
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -10346,10 +38994,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.879282
+ timestamp: 1681824278.740869
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999658883
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -10358,10 +39006,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.879282
+ timestamp: 1681824278.740869
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -10370,10 +39018,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.879282
+ timestamp: 1681824278.740869
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -10382,31 +39030,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.879282
+ timestamp: 1681824278.740869
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.879282}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.740869}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.879282}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996589}, "timestamp": {"timestamp": 1681824278.740869}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.879282}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.740869}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.879282}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.740869}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.879282}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.740869}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0910639762878418 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.07125377655029297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10426,40 +39074,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975523352622986
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.3617346286774
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.4281952381134
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 6.0}, {"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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"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: 0.0003741387322548652
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00135002803726781
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003168821334838867 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004451170575180959
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014399735824000717
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022978847846388817
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016372203826904297 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7502
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:24.978725
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 294
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.815056
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -10469,10 +39117,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.9789629
+ timestamp: 1681824278.8153059
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -10481,10 +39129,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.9789629
+ timestamp: 1681824278.8153059
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999660075
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -10493,10 +39141,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.9789629
+ timestamp: 1681824278.8153059
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -10505,10 +39153,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.9789629
+ timestamp: 1681824278.8153059
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -10517,31 +39165,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725084.9789629
+ timestamp: 1681824278.8153059
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.978963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.815306}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725084.978963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996601}, "timestamp": {"timestamp": 1681824278.815306}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.978963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.815306}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.978963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.815306}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725084.978963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.815306}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06751513481140137 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.035489559173583984 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10561,40 +39209,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975526928901672
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.4379298686981
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.4668161869049
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 5.0}, {"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: 0.000374135151056442
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013499381040232331
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004343271255493164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004443725454621017
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014375875580443858
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022913096472620964
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014643669128417969 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7503
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.057540
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 295
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.853376
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -10604,10 +39252,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.057786
+ timestamp: 1681824278.8535869
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -10616,10 +39264,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.057786
+ timestamp: 1681824278.8535869
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999661207
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -10628,10 +39276,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.057786
+ timestamp: 1681824278.8535869
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -10640,10 +39288,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.057786
+ timestamp: 1681824278.8535869
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -10652,31 +39300,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.057786
+ timestamp: 1681824278.8535869
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.057786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.853587}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.057786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996612}, "timestamp": {"timestamp": 1681824278.853587}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.057786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.853587}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.057786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.853587}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.057786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.853587}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05711984634399414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.056179046630859375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10696,40 +39344,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975529909133911
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.5067148208618
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.5258779525757
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": "10.100.200.3:30677:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30677", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 621.0}, {"feature": 7.0}, {"feature": 1019.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 13.0}, {"feature": 9.0}, {"feature": 432.0}, {"feature": 4.0}, {"feature": 1096.0}, {"feature": 7.0}, {"feature": 7.0}, {"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: 0.000374122831603956
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013498485749212947
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004431247711181641 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00045272293878165454
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014423058308207387
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022978847846388817
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004338502883911133 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7504
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.129381
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 296
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.915327
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -10739,10 +39387,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.1299281
+ timestamp: 1681824278.91556
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -10751,10 +39399,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.1299281
+ timestamp: 1681824278.91556
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999662399
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -10763,10 +39411,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.1299281
+ timestamp: 1681824278.91556
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -10775,10 +39423,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.1299281
+ timestamp: 1681824278.91556
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -10787,31 +39435,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.1299281
+ timestamp: 1681824278.91556
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.129928}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.91556}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.129928}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996624}, "timestamp": {"timestamp": 1681824278.91556}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.129928}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.91556}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.129928}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.91556}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.129928}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.91556}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06844496726989746 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30677:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30677', '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 0.029070615768432617 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10831,40 +39479,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975533485412598
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.5895373821259
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.5607180595398
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": "10.100.200.3:30677:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30677", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 621.0}, {"feature": 7.0}, {"feature": 1019.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.000374110276934298
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013497590801180904
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646499779075384
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003641366958618164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004518623126714619
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014399517889309608
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022913096472620964
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016036033630371094 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7505
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.208840
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 297
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.947499
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -10874,10 +39522,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.2090671
+ timestamp: 1681824278.947705
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -10886,10 +39534,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.2090671
+ timestamp: 1681824278.947705
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999663532
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -10898,10 +39546,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.2090671
+ timestamp: 1681824278.947705
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -10910,10 +39558,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.2090671
+ timestamp: 1681824278.947705
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -10922,31 +39570,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.2090671
+ timestamp: 1681824278.947705
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.209067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.947705}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.209067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99966353}, "timestamp": {"timestamp": 1681824278.947705}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.209067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.947705}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.209067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.947705}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.209067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.947705}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047472476959228516 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30677:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30677', '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 0.03314638137817383 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10966,40 +39614,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975537061691284
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.6480083465576
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.5981352329254
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": "10.100.200.3:38723:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38723", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 977.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.0003740906969611497
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013496702310164224
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002683877944946289 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00045107160038596034
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014375983177529758
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022909350809641182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003291606903076172 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7506
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.263374
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 298
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:38.988087
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -11009,10 +39657,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.2636321
+ timestamp: 1681824278.989006
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -11021,10 +39669,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.2636321
+ timestamp: 1681824278.989006
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999664664
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -11033,10 +39681,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.2636321
+ timestamp: 1681824278.989006
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -11045,10 +39693,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.2636321
+ timestamp: 1681824278.989006
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -11057,31 +39705,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.2636321
+ timestamp: 1681824278.989006
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.263632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.989006}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.263632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99966466}, "timestamp": {"timestamp": 1681824278.989006}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.263632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.989006}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.263632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.989006}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.263632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824278.989006}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0439298152923584 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38723:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38723', '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 0.03680419921875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:38', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11101,40 +39749,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975540041923523
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.6995627880096
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.6425230503082
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": "10.100.200.3:38723:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38723", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 977.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.00037407160881647213
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013495813471361172
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029811859130859375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004503459529094647
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014352469600274595
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022913096472620964
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003626108169555664 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7507
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.314689
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 299
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.032719
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -11144,10 +39792,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.314898
+ timestamp: 1681824279.0335889
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -11156,10 +39804,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.314898
+ timestamp: 1681824279.0335889
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999665797
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -11168,10 +39816,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.314898
+ timestamp: 1681824279.0335889
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -11180,10 +39828,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.314898
+ timestamp: 1681824279.0335889
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -11192,31 +39840,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.314898
+ timestamp: 1681824279.0335889
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.314898}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.033589}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.314898}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996658}, "timestamp": {"timestamp": 1681824279.033589}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.314898}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.033589}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.314898}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.033589}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.314898}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.033589}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04022812843322754 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38723:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38723', '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 0.05726790428161621 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11236,40 +39884,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997554361820221
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.7466127872467
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.7073140144348
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": "10.100.200.3:14005:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14005", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 13.0}, {"feature": 9.0}, {"feature": 432.0}, {"feature": 4.0}, {"feature": 1096.0}, {"feature": 8.0}, {"feature": 8.0}, {"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: 0.0003740545878257279
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013494922737372712
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029723644256591797 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004498917830642313
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001432874406551885
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022978847846388817
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016019344329833984 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7508
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.362299
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 300
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.095324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -11279,10 +39927,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.3705831
+ timestamp: 1681824279.095531
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -11291,10 +39939,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.3705831
+ timestamp: 1681824279.095531
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.99966687
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -11303,10 +39951,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.3705831
+ timestamp: 1681824279.095531
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -11315,10 +39963,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.3705831
+ timestamp: 1681824279.095531
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -11327,31 +39975,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.3705831
+ timestamp: 1681824279.095531
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.370583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.095531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.370583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99966687}, "timestamp": {"timestamp": 1681824279.095531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.370583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.095531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.370583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.095531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.370583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.095531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03914690017700195 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14005:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14005', '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 0.057170867919921875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11371,40 +40019,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975546598434448
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.7939233779907
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.76904106140137
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": "10.100.200.3:14005:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14005", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:root:Metrics: 10
+DEBUG:root:Batch time: 0.6092455387115479
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 977.0}, {"feature": 5.0}, {"feature": 1366.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.000374024582292896
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013494049171200611
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646360080689192
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032868385314941406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004496493684653923
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014304983983244712
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002304459922015667
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001644134521484375 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7509
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.409889
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 301
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.171912
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -11414,10 +40064,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.4105711
+ timestamp: 1681824279.172111
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -11426,10 +40076,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.4105711
+ timestamp: 1681824279.172111
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999668
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -11438,10 +40088,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.4105711
+ timestamp: 1681824279.172111
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -11450,10 +40100,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.4105711
+ timestamp: 1681824279.172111
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -11462,31 +40112,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.4105711
+ timestamp: 1681824279.172111
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.410571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.172111}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.410571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999668}, "timestamp": {"timestamp": 1681824279.172111}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.410571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.172111}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.410571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.172111}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.410571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.172111}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0611722469329834 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14005:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14005', '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 0.0549771785736084 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11506,40 +40156,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975550174713135
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.8631310462952
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.84319162368774
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": "10.100.200.3:14005:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14005", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 13.0}, {"feature": 9.0}, {"feature": 432.0}, {"feature": 4.0}, {"feature": 1096.0}, {"feature": 9.0}, {"feature": 9.0}, {"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: 0.00037400739912480643
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001349315895159707
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030434131622314453 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004489916091127975
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001428173652487459
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023056950885802507
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015895366668701172 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7510
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.488375
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 302
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.229959
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -11549,10 +40199,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.4888439
+ timestamp: 1681824279.2302029
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -11561,10 +40211,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.4888439
+ timestamp: 1681824279.2302029
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999669075
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -11573,10 +40223,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.4888439
+ timestamp: 1681824279.2302029
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -11585,10 +40235,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.4888439
+ timestamp: 1681824279.2302029
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -11597,31 +40247,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.4888439
+ timestamp: 1681824279.2302029
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.488844}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.230203}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.488844}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996691}, "timestamp": {"timestamp": 1681824279.230203}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.488844}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.230203}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.488844}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.230203}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.488844}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.230203}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03671979904174805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14005:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14005', '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 0.06894087791442871 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11641,40 +40291,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975553154945374
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.9167461395264
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.9151577949524
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": "10.100.200.3:14005:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14005", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 977.0}, {"feature": 5.0}, {"feature": 1366.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.0003739840286815989
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013492275895701721
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026586055755615234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044817237276430227
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014258860583205735
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002304459922015667
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016658306121826172 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7511
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.531914
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 303
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.302241
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -11684,10 +40334,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.5321529
+ timestamp: 1681824279.3024421
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -11696,10 +40346,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.5321529
+ timestamp: 1681824279.3024421
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999670208
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -11708,10 +40358,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.5321529
+ timestamp: 1681824279.3024421
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -11720,10 +40370,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.5321529
+ timestamp: 1681824279.3024421
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -11732,31 +40382,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.5321529
+ timestamp: 1681824279.3024421
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.532153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.302442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.532153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996702}, "timestamp": {"timestamp": 1681824279.302442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.532153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.302442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.532153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.302442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.532153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.302442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0460050106048584 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14005:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14005', '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 0.03599953651428223 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11776,40 +40426,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997555673122406
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 741.9695558547974
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 260.9544951915741
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": "10.100.200.3:42080:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42080", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681724900.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 977.0}, {"feature": 6.0}, {"feature": 1755.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.00037397003652934823
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013491383267428153
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003001689910888672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044769858198522245
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014235628090033374
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023056950885802507
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015418529510498047 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7512
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.587002
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 304
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.341051
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -11819,10 +40469,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.587275
+ timestamp: 1681824279.3412671
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -11831,10 +40481,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.587275
+ timestamp: 1681824279.3412671
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.99967128
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -11843,10 +40493,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.587275
+ timestamp: 1681824279.3412671
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -11855,10 +40505,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.587275
+ timestamp: 1681824279.3412671
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -11867,31 +40517,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.587275
+ timestamp: 1681824279.3412671
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.587275}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.341267}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.587275}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996713}, "timestamp": {"timestamp": 1681824279.341267}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.587275}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.341267}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.587275}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.341267}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.587275}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.341267}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06568288803100586 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42080:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42080', '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 0.06855463981628418 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11911,40 +40561,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681724928.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975560307502747
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 742.0444192886353
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.025919675827
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 977.0}, {"feature": 6.0}, {"feature": 1755.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
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: 0.00037394988918437727
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013490496669736388
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002627849578857422 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00045573836379516567
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001428123484451303
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023069302551448345
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004339933395385742 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7513
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.659579
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 305
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.415336
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -11954,10 +40604,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.659816
+ timestamp: 1681824279.415591
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -11966,10 +40616,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.659816
+ timestamp: 1681824279.415591
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999672353
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -11978,10 +40628,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.659816
+ timestamp: 1681824279.415591
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -11990,10 +40640,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.659816
+ timestamp: 1681824279.415591
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -12002,31 +40652,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.659816
+ timestamp: 1681824279.415591
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.659816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.415591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.659816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99967235}, "timestamp": {"timestamp": 1681824279.415591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.659816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.415591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.659816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.415591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.659816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.415591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03230762481689453 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.02674579620361328 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12046,40 +40696,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975563287734985
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.0835876464844
+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: 261.0583481788635
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]}
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: 0.0003739347967049858
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013489605292268526
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030736923217773438 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000454896911666759
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014258637687323765
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023056950885802507
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015130043029785156 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7514
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:25.958625
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 306
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.444984
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -12089,10 +40739,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.9589131
+ timestamp: 1681824279.4453781
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -12101,10 +40751,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.9589131
+ timestamp: 1681824279.4453781
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999673426
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -12113,10 +40763,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.9589131
+ timestamp: 1681824279.4453781
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -12125,10 +40775,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.9589131
+ timestamp: 1681824279.4453781
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -12137,31 +40787,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725085.9589131
+ timestamp: 1681824279.4453781
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.958913}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.445378}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725085.958913}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996734}, "timestamp": {"timestamp": 1681824279.445378}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.958913}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.445378}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.958913}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.445378}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725085.958913}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.445378}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05261516571044922 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '17/04/2023 09:51:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.04059100151062012 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12181,40 +40831,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975566864013672
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.4029774665833
+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: 261.10186314582825
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037395546898426747
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001348871965316571
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028121471405029297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00045405563834678464
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014236156858004685
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002304459922015667
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014772415161132812 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7515
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.021278
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 307
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.488448
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -12224,10 +40874,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.0215371
+ timestamp: 1681824279.488673
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -12236,10 +40886,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.0215371
+ timestamp: 1681824279.488673
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999674499
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -12248,10 +40898,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.0215371
+ timestamp: 1681824279.488673
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -12260,10 +40910,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.0215371
+ timestamp: 1681824279.488673
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -12272,31 +40922,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.0215371
+ timestamp: 1681824279.488673
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.021537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.488673}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.021537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996745}, "timestamp": {"timestamp": 1681824279.488673}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.021537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.488673}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.021537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.488673}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.021537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.488673}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047949790954589844 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.021654605865478516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12316,40 +40966,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975569844245911
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 742.460874080658
+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: 261.1263680458069
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]}
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: 0.0003739448398592802
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00134878254370526
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00395655632019043 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00045306927599345466
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014214078124545923
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022978847846388817
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013685226440429688 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7516
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.079099
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 308
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.512839
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -12359,10 +41009,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.079556
+ timestamp: 1681824279.513031
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -12371,10 +41021,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.079556
+ timestamp: 1681824279.513031
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999675572
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -12383,10 +41033,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.079556
+ timestamp: 1681824279.513031
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -12395,10 +41045,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.079556
+ timestamp: 1681824279.513031
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -12407,31 +41057,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.079556
+ timestamp: 1681824279.513031
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.079556}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.513031}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.079556}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996756}, "timestamp": {"timestamp": 1681824279.513031}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.079556}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.513031}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.079556}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.513031}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.079556}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.513031}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031320810317993164 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.0843203067779541 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12451,40 +41101,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975573420524597
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 742.502897977829
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.2135980129242
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003739289226276445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013486935311978656
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005128622055053711 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00045250029462121403
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014191410674387422
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002304459922015667
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00376129150390625 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7517
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.127499
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 309
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.603466
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -12494,10 +41144,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.12773
+ timestamp: 1681824279.60431
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -12506,10 +41156,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.12773
+ timestamp: 1681824279.60431
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999676645
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -12518,10 +41168,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.12773
+ timestamp: 1681824279.60431
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -12530,10 +41180,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.12773
+ timestamp: 1681824279.60431
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -12542,31 +41192,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.12773
+ timestamp: 1681824279.60431
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.12773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.60431}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.12773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99967664}, "timestamp": {"timestamp": 1681824279.60431}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.12773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.60431}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.12773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.60431}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.12773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.60431}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07750988006591797 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.04053854942321777 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12586,40 +41236,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975576400756836
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 742.5966894626617
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.261212348938
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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}]}
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: 0.00037390777140550554
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001348605077398914
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028934478759765625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00045206212596366965
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014168712168614699
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023056950885802507
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026531219482421875 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7518
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.211846
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 310
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.649676
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -12629,10 +41279,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.212148
+ timestamp: 1681824279.6503839
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -12641,10 +41291,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.212148
+ timestamp: 1681824279.6503839
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999677658
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -12653,10 +41303,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.212148
+ timestamp: 1681824279.6503839
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -12665,10 +41315,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.212148
+ timestamp: 1681824279.6503839
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -12677,31 +41327,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.212148
+ timestamp: 1681824279.6503839
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.212148}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.650384}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.212148}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99967766}, "timestamp": {"timestamp": 1681824279.650384}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.212148}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.650384}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.212148}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.650384}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.212148}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.650384}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06821775436401367 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.049365997314453125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12721,40 +41371,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975579977035522
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 742.6720635890961
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.31537556648254
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 4593.0}, {"feature": 1.0}, {"feature": 4593.0}]}
+DEBUG:root:Metrics: 10
+DEBUG:root:Batch time: 0.535874605178833
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003738909586920342
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013485161825384103
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026459404034540057
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038940906524658203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00045129407734020204
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014146560898413774
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002304459922015667
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018415451049804688 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7519
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.295079
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 311
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.708119
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -12764,10 +41416,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.295701
+ timestamp: 1681824279.708364
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -12776,10 +41428,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.295701
+ timestamp: 1681824279.708364
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999678731
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -12788,10 +41440,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.295701
+ timestamp: 1681824279.708364
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -12800,10 +41452,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.295701
+ timestamp: 1681824279.708364
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -12812,31 +41464,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.295701
+ timestamp: 1681824279.708364
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.295701}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.708364}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.295701}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99967873}, "timestamp": {"timestamp": 1681824279.708364}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.295701}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.708364}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.295701}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.708364}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.295701}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.708364}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026861906051635742 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.02909708023071289 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12856,40 +41508,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975583553314209
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 742.7137312889099
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.35349559783936
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]}
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: 0.0003738574386126005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013484296502308342
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026454852195456624
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027294158935546875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00045048693610647787
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001412458917315912
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022978847846388817
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016410350799560547 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7520
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.370738
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 312
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.740464
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -12899,10 +41551,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.3711741
+ timestamp: 1681824279.740752
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -12911,10 +41563,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.3711741
+ timestamp: 1681824279.740752
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999679744
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -12923,10 +41575,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.3711741
+ timestamp: 1681824279.740752
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -12935,10 +41587,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.3711741
+ timestamp: 1681824279.740752
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -12947,31 +41599,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.3711741
+ timestamp: 1681824279.740752
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.371174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.740752}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.371174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99967974}, "timestamp": {"timestamp": 1681824279.740752}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.371174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.740752}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.371174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.740752}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.371174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.740752}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02918720245361328 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.029139280319213867 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12991,40 +41643,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975586533546448
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 742.7917449474335
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.3860399723053
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 782.0}, {"feature": 3.0}, {"feature": 782.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]}
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: 0.0003738389799743222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013483409530848536
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002645030035637319
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004061222076416016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000449684054476206
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014102720956880776
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022913096472620964
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017516613006591797 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7521
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.408917
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 313
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.773216
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -13034,10 +41686,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.409204
+ timestamp: 1681824279.7739191
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -13046,10 +41698,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.409204
+ timestamp: 1681824279.7739191
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999680758
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -13058,10 +41710,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.409204
+ timestamp: 1681824279.7739191
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -13070,10 +41722,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.409204
+ timestamp: 1681824279.7739191
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -13082,31 +41734,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.409204
+ timestamp: 1681824279.7739191
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.409204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.773919}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.409204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99968076}, "timestamp": {"timestamp": 1681824279.773919}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.409204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.773919}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.409204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.773919}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.409204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.773919}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024341821670532227 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.030676841735839844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13126,40 +41778,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975590109825134
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 742.8249912261963
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.42109513282776
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037382030262964923
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013482522965954427
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026448650169186294
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003731966018676758 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044888017845939204
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014080964729477538
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022909350809641182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021734237670898438 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7522
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.478511
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 314
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.809593
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -13169,10 +41821,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.478821
+ timestamp: 1681824279.8111379
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -13181,10 +41833,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.478821
+ timestamp: 1681824279.8111379
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999681771
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -13193,10 +41845,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.478821
+ timestamp: 1681824279.8111379
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -13205,10 +41857,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.478821
+ timestamp: 1681824279.8111379
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -13217,31 +41869,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.478821
+ timestamp: 1681824279.8111379
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.478821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.811138}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.478821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996818}, "timestamp": {"timestamp": 1681824279.811138}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.478821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.811138}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.478821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.811138}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.478821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.811138}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.043547630310058594 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.06575369834899902 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13261,40 +41913,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975593090057373
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 742.9139022827148
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.49165964126587
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 782.0}, {"feature": 4.0}, {"feature": 1132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]}
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: 0.0003738210928325161
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013481626866729132
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002645030035637319
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003677845001220703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004488040286574572
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014058602700744085
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022913096472620964
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020287036895751953 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7523
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.531253
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 315
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.878823
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -13304,10 +41956,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.5315559
+ timestamp: 1681824279.879082
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -13316,10 +41968,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.5315559
+ timestamp: 1681824279.879082
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999682784
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -13328,10 +41980,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.5315559
+ timestamp: 1681824279.879082
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -13340,10 +41992,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.5315559
+ timestamp: 1681824279.879082
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -13352,31 +42004,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.5315559
+ timestamp: 1681824279.879082
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.531556}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.879082}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.531556}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996828}, "timestamp": {"timestamp": 1681824279.879082}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.531556}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.879082}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.531556}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.879082}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.531556}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.879082}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06407546997070312 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.02390599250793457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13396,40 +42048,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997559666633606
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 742.9871060848236
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.5189745426178
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
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: 0.0003738133607642425
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013480732596905477
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026454852195456624
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038492679595947266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044773291789814595
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014037627737108144
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022909350809641182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013751983642578125 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7524
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.603557
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 316
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.905488
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -13439,10 +42091,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.6039491
+ timestamp: 1681824279.9057
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -13451,10 +42103,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.6039491
+ timestamp: 1681824279.9057
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999683797
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -13463,10 +42115,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.6039491
+ timestamp: 1681824279.9057
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -13475,10 +42127,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.6039491
+ timestamp: 1681824279.9057
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -13487,31 +42139,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.6039491
+ timestamp: 1681824279.9057
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.603949}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.9057}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.603949}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996838}, "timestamp": {"timestamp": 1681824279.9057}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.603949}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.9057}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.603949}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.9057}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.603949}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.9057}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02600884437561035 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.06525993347167969 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13531,40 +42183,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975599646568298
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.0213723182678
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.5870542526245
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
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: 0.00037378022410872815
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013479867481796292
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002645030035637319
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.040727853775024414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000447176211390186
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0014015818258066562
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022913096472620964
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00142669677734375 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7525
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.674152
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 317
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:39.973613
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -13574,10 +42226,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.6747479
+ timestamp: 1681824279.9739251
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -13586,10 +42238,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.6747479
+ timestamp: 1681824279.9739251
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999684811
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -13598,10 +42250,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.6747479
+ timestamp: 1681824279.9739251
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -13610,10 +42262,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.6747479
+ timestamp: 1681824279.9739251
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -13622,31 +42274,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.6747479
+ timestamp: 1681824279.9739251
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.674748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.973925}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.674748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996848}, "timestamp": {"timestamp": 1681824279.973925}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.674748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.973925}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.674748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.973925}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.674748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824279.973925}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03516745567321777 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.02816295623779297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:39', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13666,40 +42318,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975603222846985
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.1013243198395
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.6180763244629
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003737660104154807
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013478977538206281
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026454852195456624
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036699771881103516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044621892457201185
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013994801373035156
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022909350809641182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013685226440429688 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7526
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.718340
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 318
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.004427
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -13709,10 +42361,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.718703
+ timestamp: 1681824280.004626
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -13721,10 +42373,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.718703
+ timestamp: 1681824280.004626
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999685824
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -13733,10 +42385,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.718703
+ timestamp: 1681824280.004626
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -13745,10 +42397,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.718703
+ timestamp: 1681824280.004626
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -13757,31 +42409,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.718703
+ timestamp: 1681824280.004626
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.718703}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.004626}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.718703}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996858}, "timestamp": {"timestamp": 1681824280.004626}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.718703}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.004626}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.718703}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.004626}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.718703}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.004626}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0837550163269043 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.06665444374084473 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13801,40 +42453,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975606203079224
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.1941120624542
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.68732237815857
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
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: 0.0003737726312475775
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001347808335717214
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026459404034540057
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005310773849487305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044541695935441456
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013973580562697278
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000229056051466614
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016980171203613281 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7527
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.817823
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 319
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.074149
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -13844,10 +42496,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.8182271
+ timestamp: 1681824280.0743721
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -13856,10 +42508,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.8182271
+ timestamp: 1681824280.0743721
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999686778
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -13868,10 +42520,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.8182271
+ timestamp: 1681824280.0743721
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -13880,10 +42532,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.8182271
+ timestamp: 1681824280.0743721
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -13892,31 +42544,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.8182271
+ timestamp: 1681824280.0743721
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.818227}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.074372}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.818227}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996868}, "timestamp": {"timestamp": 1681824280.074372}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.818227}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.074372}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.818227}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.074372}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.818227}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.074372}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034902095794677734 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.028203964233398438 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13936,40 +42588,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997560977935791
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.2446978092194
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.71865940093994
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 782.0}, {"feature": 5.0}, {"feature": 1482.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]}
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: 0.0003737590656776375
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001347719326950081
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003062725067138672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044516668767755616
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013951801365678456
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022909350809641182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016443729400634766 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7528
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.860971
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 320
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.105344
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -13979,10 +42631,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.8613031
+ timestamp: 1681824280.1055541
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -13991,10 +42643,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.8613031
+ timestamp: 1681824280.1055541
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999687791
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -14003,10 +42655,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.8613031
+ timestamp: 1681824280.1055541
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -14015,10 +42667,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.8613031
+ timestamp: 1681824280.1055541
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -14027,31 +42679,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.8613031
+ timestamp: 1681824280.1055541
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.861303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.105554}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.861303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996878}, "timestamp": {"timestamp": 1681824280.105554}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.861303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.105554}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.861303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.105554}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.861303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.105554}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040178775787353516 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.02785515785217285 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9900000095367432, 'timestamp': '18/04/2023 13:24:40', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14071,40 +42723,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975613355636597
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.2928037643433
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9900000095367432
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.7494764328003
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": "10.100.200.3:42118:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42118", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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}]}
+DEBUG:root:Metrics: 10
+DEBUG:root:Batch time: 0.42848777770996094
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 782.0}, {"feature": 5.0}, {"feature": 1482.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]}
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: 0.00037374569722137697
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013476303212587022
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026311874389648438 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044534008749078877
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013930087171731248
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022913096472620964
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002524852752685547 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7529
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.908354
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 321
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.260715
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -14114,10 +42768,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.908622
+ timestamp: 1681824280.2610421
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -14126,10 +42780,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.908622
+ timestamp: 1681824280.2610421
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999657512
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -14138,10 +42792,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.908622
+ timestamp: 1681824280.2610421
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -14150,10 +42804,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.908622
+ timestamp: 1681824280.2610421
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -14162,31 +42816,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.908622
+ timestamp: 1681824280.2610421
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.908622}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.261042}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.908622}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996575}, "timestamp": {"timestamp": 1681824280.261042}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.908622}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.261042}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.908622}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.261042}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.908622}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.261042}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024234533309936523 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42118:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42118', '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 0.02736830711364746 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14206,40 +42860,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975616335868835
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.324371099472
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.90451669692993
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003737500960648599
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013475408882583188
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.03471231460571289 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044477579830306933
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013908807228232743
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022978847846388817
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017180442810058594 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7530
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:26.971172
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 322
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.291765
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -14249,10 +42903,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.971421
+ timestamp: 1681824280.292043
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -14261,10 +42915,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.971421
+ timestamp: 1681824280.292043
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999658585
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -14273,10 +42927,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.971421
+ timestamp: 1681824280.292043
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -14285,10 +42939,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.971421
+ timestamp: 1681824280.292043
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -14297,31 +42951,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725086.971421
+ timestamp: 1681824280.292043
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.971421}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.292043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725086.971421}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996586}, "timestamp": {"timestamp": 1681824280.292043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.971421}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.292043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.971421}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.292043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725086.971421}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.292043}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06070756912231445 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.026690006256103516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14341,40 +42995,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975619912147522
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.4235284328461
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.93485832214355
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 200.0}, {"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: 0.00037373478002427013
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013474520744807283
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004130363464355469 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044413002809054063
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013887743333352211
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002304459922015667
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020122528076171875 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7531
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.041714
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 323
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.322147
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -14384,10 +43038,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.043376
+ timestamp: 1681824280.322505
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -14396,10 +43050,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.043376
+ timestamp: 1681824280.322505
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999659598
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -14408,10 +43062,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.043376
+ timestamp: 1681824280.322505
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -14420,10 +43074,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.043376
+ timestamp: 1681824280.322505
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -14432,31 +43086,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.043376
+ timestamp: 1681824280.322505
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.043376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.322505}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.043376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996596}, "timestamp": {"timestamp": 1681824280.322505}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.043376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.322505}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.043376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.322505}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.043376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.322505}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.050766944885253906 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.048825740814208984 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14476,40 +43130,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975622892379761
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.4842581748962
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 261.9872934818268
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 266.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037371801132892927
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001347363408864609
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003867626190185547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004433684973017439
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013866970492233423
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022978847846388817
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018646717071533203 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7532
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.100983
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.374476
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -14519,10 +43173,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.101306
+ timestamp: 1681824280.3747571
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -14531,10 +43185,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.101306
+ timestamp: 1681824280.3747571
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999660671
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -14543,10 +43197,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.101306
+ timestamp: 1681824280.3747571
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -14555,10 +43209,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.101306
+ timestamp: 1681824280.3747571
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -14567,31 +43221,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.101306
+ timestamp: 1681824280.3747571
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.101306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.374757}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.101306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996607}, "timestamp": {"timestamp": 1681824280.374757}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.101306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.374757}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.101306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.374757}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.101306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.374757}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04351305961608887 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.04480290412902832 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14611,40 +43265,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975626468658447
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.5361700057983
+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: 262.0356240272522
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 655.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"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: 0.0003737019647328712
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013472746949284072
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026459404034540057
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003319263458251953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044262205268471287
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013846272165432964
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022913096472620964
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018126964569091797 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7533
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.152095
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 325
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.422619
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -14654,10 +43308,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.152365
+ timestamp: 1681824280.4228981
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -14666,10 +43320,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.152365
+ timestamp: 1681824280.4228981
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999655128
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -14678,10 +43332,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.152365
+ timestamp: 1681824280.4228981
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -14690,10 +43344,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.152365
+ timestamp: 1681824280.4228981
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -14702,31 +43356,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.152365
+ timestamp: 1681824280.4228981
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.152365}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.422898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.152365}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996551}, "timestamp": {"timestamp": 1681824280.422898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.152365}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.422898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.152365}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.422898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.152365}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.422898}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04453682899475098 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.05275845527648926 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14746,40 +43400,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975629448890686
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.5883841514587
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.09167289733887
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 655.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 200.0}, {"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: 0.0003736888172735643
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001347185762261945
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030868053436279297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044201723349200666
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001382544920481181
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022978847846388817
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018706321716308594 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7534
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.206789
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 326
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.478756
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -14789,10 +43443,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.2083621
+ timestamp: 1681824280.4790781
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -14801,10 +43455,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.2083621
+ timestamp: 1681824280.4790781
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.9996562
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -14813,10 +43467,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.2083621
+ timestamp: 1681824280.4790781
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -14825,10 +43479,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.2083621
+ timestamp: 1681824280.4790781
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -14837,31 +43491,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.2083621
+ timestamp: 1681824280.4790781
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.208362}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.479078}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.208362}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996562}, "timestamp": {"timestamp": 1681824280.479078}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.208362}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.479078}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.208362}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.479078}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.208362}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.479078}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06412529945373535 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.02214503288269043 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14881,40 +43535,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975633025169373
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.6626441478729
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.11728262901306
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 655.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003737003451019189
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013470967357030854
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033540725708007812 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004411559268570183
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013805169129283781
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022913096472620964
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001348733901977539 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7535
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.279436
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 327
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.503890
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -14924,10 +43578,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.2796991
+ timestamp: 1681824280.5040879
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -14936,10 +43590,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.2796991
+ timestamp: 1681824280.5040879
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999657273
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -14948,10 +43602,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.2796991
+ timestamp: 1681824280.5040879
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -14960,10 +43614,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.2796991
+ timestamp: 1681824280.5040879
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -14972,31 +43626,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.2796991
+ timestamp: 1681824280.5040879
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.279699}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.504088}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.279699}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996573}, "timestamp": {"timestamp": 1681824280.504088}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.279699}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.504088}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.279699}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.504088}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.279699}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.504088}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03451895713806152 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.024790287017822266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15016,40 +43670,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975636005401611
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.7056684494019
+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: 262.1449544429779
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 588.0}, {"feature": 4.0}, {"feature": 655.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"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: 0.0003736802781804147
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013470084815759705
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003106355667114258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00044044465583993305
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001378470866679761
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022909350809641182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017452239990234375 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7536
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.321204
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 328
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.572788
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -15059,10 +43713,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.321708
+ timestamp: 1681824280.573077
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -15071,10 +43725,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.321708
+ timestamp: 1681824280.573077
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999650478
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -15083,10 +43737,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.321708
+ timestamp: 1681824280.573077
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -15095,10 +43749,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.321708
+ timestamp: 1681824280.573077
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -15107,31 +43761,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.321708
+ timestamp: 1681824280.573077
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.321708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.573077}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.321708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996505}, "timestamp": {"timestamp": 1681824280.573077}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.321708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.573077}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.321708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.573077}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.321708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.573077}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.065155029296875 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.02837204933166504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15151,40 +43805,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975639581680298
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.7780430316925
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.2174127101898
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 977.0}, {"feature": 5.0}, {"feature": 1044.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037366863863073864
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013469194978897546
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026509761810302734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043969431033607083
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013764414158780878
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000229056051466614
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015599727630615234 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7537
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.393291
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 329
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.604179
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -15194,10 +43848,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.3935211
+ timestamp: 1681824280.604419
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -15206,10 +43860,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.3935211
+ timestamp: 1681824280.604419
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999651551
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -15218,10 +43872,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.3935211
+ timestamp: 1681824280.604419
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -15230,10 +43884,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.3935211
+ timestamp: 1681824280.604419
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -15242,31 +43896,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.3935211
+ timestamp: 1681824280.604419
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.393521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.604419}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.393521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965155}, "timestamp": {"timestamp": 1681824280.604419}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.393521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.604419}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.393521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.604419}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.393521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.604419}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030178308486938477 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.02307748794555664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15286,40 +43940,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975642561912537
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.8151438236237
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.24361753463745
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 977.0}, {"feature": 6.0}, {"feature": 1433.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 782.0}, {"feature": 5.0}, {"feature": 1482.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]}
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: 0.00037365319227789147
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001346830820545685
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646145294420421
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027582645416259766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004392368487914968
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013743793642088534
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022909350809641182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002085447311401367 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7538
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.430271
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 330
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.631045
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -15329,10 +43983,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.4305141
+ timestamp: 1681824280.6313021
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -15341,10 +43995,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.4305141
+ timestamp: 1681824280.6313021
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999652624
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -15353,10 +44007,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.4305141
+ timestamp: 1681824280.6313021
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -15365,10 +44019,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.4305141
+ timestamp: 1681824280.6313021
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -15377,31 +44031,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.4305141
+ timestamp: 1681824280.6313021
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.430514}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.631302}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.430514}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996526}, "timestamp": {"timestamp": 1681824280.631302}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.430514}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.631302}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.430514}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.631302}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.430514}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.631302}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.060011863708496094 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.07168436050415039 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15421,40 +44075,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975646138191223
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.8819608688354
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.3189880847931
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 1822.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:root:Metrics: 10
+DEBUG:root:Batch time: 0.44648265838623047
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037364422501702147
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013467417183889773
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027844905853271484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004385260244679505
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013723624424456114
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000229056051466614
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016772747039794922 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7539
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.497021
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 331
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.778101
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -15464,10 +44120,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.49729
+ timestamp: 1681824280.7783239
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -15476,10 +44132,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.49729
+ timestamp: 1681824280.7783239
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999653697
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -15488,10 +44144,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.49729
+ timestamp: 1681824280.7783239
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -15500,10 +44156,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.49729
+ timestamp: 1681824280.7783239
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -15512,31 +44168,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.49729
+ timestamp: 1681824280.7783239
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.49729}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.778324}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.49729}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996537}, "timestamp": {"timestamp": 1681824280.778324}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.49729}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.778324}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.49729}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.778324}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.49729}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.778324}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0232999324798584 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.024129390716552734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15556,40 +44212,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975649118423462
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 743.9119410514832
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.41853165626526
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": "10.100.200.3:1449:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1449", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 977.0}, {"feature": 8.0}, {"feature": 2211.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037363205283858
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001346652823677059
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027844905853271484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004376724370438269
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013703820695371985
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022903550416231155
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015404224395751953 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7540
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.526701
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 332
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.805169
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -15599,10 +44255,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.526921
+ timestamp: 1681824280.80539
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -15611,10 +44267,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.526921
+ timestamp: 1681824280.80539
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.99965471
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -15623,10 +44279,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.526921
+ timestamp: 1681824280.80539
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -15635,10 +44291,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.526921
+ timestamp: 1681824280.80539
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -15647,31 +44303,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.526921
+ timestamp: 1681824280.80539
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.526921}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.80539}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.526921}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996547}, "timestamp": {"timestamp": 1681824280.80539}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.526921}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.80539}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.526921}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.80539}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.526921}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.80539}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07540130615234375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1449:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1449', '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 0.03193354606628418 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:40', '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: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15691,40 +44347,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975652694702148
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 743.9944920539856
+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: 262.4534149169922
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 8.0}, {"feature": 1182.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0003736141773532079
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013465644265760047
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003546476364135742 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043744859481426154
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013683289702966605
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000229056051466614
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017917156219482422 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7541
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.614094
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 333
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.873817
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -15734,10 +44390,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.6144929
+ timestamp: 1681824280.874074
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -15746,10 +44402,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.6144929
+ timestamp: 1681824280.874074
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999649346
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -15758,10 +44414,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.6144929
+ timestamp: 1681824280.874074
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -15770,10 +44426,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.6144929
+ timestamp: 1681824280.874074
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -15782,31 +44438,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.6144929
+ timestamp: 1681824280.874074
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.614493}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.874074}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.614493}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964935}, "timestamp": {"timestamp": 1681824280.874074}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.614493}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.874074}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.614493}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.874074}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.614493}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.874074}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041167497634887695 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.04432511329650879 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15826,40 +44482,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975655674934387
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.0472147464752
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.53440403938293
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 8.0}, {"feature": 1182.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 782.0}, {"feature": 5.0}, {"feature": 1482.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 775.0}, {"feature": 2.0}, {"feature": 775.0}]}
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: 0.0003736013182707119
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013464756156148663
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.011611700057983398 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004368682486398291
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00136632008143129
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022909350809641182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015048980712890625 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7542
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.671350
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 334
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.921016
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -15869,10 +44525,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.67168
+ timestamp: 1681824280.921221
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -15881,10 +44537,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.67168
+ timestamp: 1681824280.921221
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999650359
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -15893,10 +44549,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.67168
+ timestamp: 1681824280.921221
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -15905,10 +44561,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.67168
+ timestamp: 1681824280.921221
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -15917,31 +44573,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.67168
+ timestamp: 1681824280.921221
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.67168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.921221}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.67168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965036}, "timestamp": {"timestamp": 1681824280.921221}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.67168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.921221}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.67168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.921221}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.67168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.921221}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028548717498779297 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.023410797119140625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15961,40 +44617,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975659251213074
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.0918242931366
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.56067061424255
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": "10.100.200.3:23513:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23513", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 524.0}, {"feature": 8.0}, {"feature": 1182.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 4.0}, {"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: 0.00037357955871624755
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013463876854660915
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024747848510742188 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043623251944724747
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013643287444772628
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000229056051466614
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015892982482910156 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7543
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.706764
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 335
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:40.947277
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -16004,10 +44660,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.70724
+ timestamp: 1681824280.9475009
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -16016,10 +44672,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.70724
+ timestamp: 1681824280.9475009
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999651432
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -16028,10 +44684,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.70724
+ timestamp: 1681824280.9475009
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -16040,10 +44696,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.70724
+ timestamp: 1681824280.9475009
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -16052,31 +44708,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.70724
+ timestamp: 1681824280.9475009
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.70724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.947501}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.70724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965143}, "timestamp": {"timestamp": 1681824280.947501}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.70724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.947501}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.70724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.947501}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.70724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824280.947501}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027972936630249023 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23513:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23513', '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 0.05132794380187988 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16096,40 +44752,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975662231445312
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.1264035701752
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.6149036884308
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 524.0}, {"feature": 7.0}, {"feature": 1115.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 581.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003735872061801793
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013462986106809324
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004416465759277344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000435508931592007
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013623613552250838
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022903550416231155
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014088153839111328 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7544
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.775594
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 336
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.001414
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -16139,10 +44795,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.776062
+ timestamp: 1681824281.00161
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -16151,10 +44807,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.776062
+ timestamp: 1681824281.00161
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999652505
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -16163,10 +44819,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.776062
+ timestamp: 1681824281.00161
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -16175,10 +44831,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.776062
+ timestamp: 1681824281.00161
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -16187,31 +44843,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.776062
+ timestamp: 1681824281.00161
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.776062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.00161}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.776062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996525}, "timestamp": {"timestamp": 1681824281.00161}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.776062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.00161}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.776062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.00161}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.776062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.00161}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027698040008544922 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.02331089973449707 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', '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: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16231,40 +44887,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975665807723999
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.1959912776947
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.6409823894501
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 524.0}, {"feature": 7.0}, {"feature": 1115.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 581.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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}]}
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: 0.000373563391707018
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00134621097885316
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463501853868365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035886764526367188 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004345529585957903
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013604514046828915
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002290149568580091
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0011553764343261719 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7545
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.813550
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 337
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.027183
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -16274,10 +44930,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.8144529
+ timestamp: 1681824281.02737
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -16286,10 +44942,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.8144529
+ timestamp: 1681824281.02737
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999653518
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -16298,10 +44954,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.8144529
+ timestamp: 1681824281.02737
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -16310,10 +44966,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.8144529
+ timestamp: 1681824281.02737
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -16322,31 +44978,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.8144529
+ timestamp: 1681824281.02737
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.814453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.02737}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.814453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996535}, "timestamp": {"timestamp": 1681824281.02737}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.814453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.02737}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.814453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.02737}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.814453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.02737}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0678873062133789 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.05815720558166504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16366,40 +45022,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975669384002686
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.2737617492676
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.7016098499298
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 849.0}, {"feature": 8.0}, {"feature": 1440.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 581.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 200.0}, {"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: 0.00037355074521562434
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013461222238078492
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646355133038014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00486445426940918 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004337715445163511
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013585131493031876
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022890247055329382
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018239021301269531 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7546
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.892606
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 338
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.088653
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -16409,10 +45065,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.89346
+ timestamp: 1681824281.0888989
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -16421,10 +45077,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.89346
+ timestamp: 1681824281.0888989
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999654531
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -16433,10 +45089,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.89346
+ timestamp: 1681824281.0888989
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -16445,10 +45101,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.89346
+ timestamp: 1681824281.0888989
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -16457,31 +45113,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.89346
+ timestamp: 1681824281.0888989
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.89346}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.088899}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.89346}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965453}, "timestamp": {"timestamp": 1681824281.088899}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.89346}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.088899}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.89346}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.088899}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.89346}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.088899}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041249990463256836 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.023023605346679688 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16501,40 +45157,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975672364234924
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.3262321949005
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.72794914245605
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": "10.100.200.3:57748:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57748", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 849.0}, {"feature": 8.0}, {"feature": 1440.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 581.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 200.0}, {"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: 0.0003735549177729384
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013460330870512613
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646360080689192
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030667781829833984 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004327926078363484
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013566273490380975
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022878998424857855
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023174285888671875 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7547
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:27.944065
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 339
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.115249
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -16544,10 +45200,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.944351
+ timestamp: 1681824281.115443
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -16556,10 +45212,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.944351
+ timestamp: 1681824281.115443
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999655545
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -16568,10 +45224,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.944351
+ timestamp: 1681824281.115443
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -16580,10 +45236,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.944351
+ timestamp: 1681824281.115443
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -16592,31 +45248,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725087.944351
+ timestamp: 1681824281.115443
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.944351}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.115443}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725087.944351}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965554}, "timestamp": {"timestamp": 1681824281.115443}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.944351}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.115443}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.944351}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.115443}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725087.944351}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.115443}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05317974090576172 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57748:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57748', '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 0.05565071105957031 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16636,40 +45292,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975675940513611
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.3888986110687
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.7871615886688
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": "10.100.200.3:42110:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42110", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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 request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003735472255501902
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013459440851042522
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004483222961425781 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000431998453260509
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013547097522849066
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022876347065903246
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016582012176513672 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7548
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.016636
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 340
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.173976
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -16679,10 +45335,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.016891
+ timestamp: 1681824281.174185
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -16691,10 +45347,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.016891
+ timestamp: 1681824281.174185
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999656558
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -16703,10 +45359,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.016891
+ timestamp: 1681824281.174185
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -16715,10 +45371,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.016891
+ timestamp: 1681824281.174185
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -16727,31 +45383,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.016891
+ timestamp: 1681824281.174185
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.016891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.174185}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.016891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965656}, "timestamp": {"timestamp": 1681824281.174185}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.016891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.174185}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.016891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.174185}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.016891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.174185}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028089284896850586 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42110:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42110', '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 0.031584978103637695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', '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: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16771,40 +45427,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.997567892074585
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.4369237422943
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 262.82187604904175
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": "10.100.200.3:42110:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42110", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "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:Metrics: 10
+DEBUG:root:Batch time: 0.43073248863220215
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003735224007772461
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013458566630944807
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646360080689192
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002638101577758789 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004313923756501848
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013527680784364202
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022873695706948638
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015516281127929688 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7549
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.051935
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 341
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.301700
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -16814,10 +45472,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.052192
+ timestamp: 1681824281.3086171
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -16826,10 +45484,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.052192
+ timestamp: 1681824281.3086171
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999657571
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -16838,10 +45496,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.052192
+ timestamp: 1681824281.3086171
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -16850,10 +45508,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.052192
+ timestamp: 1681824281.3086171
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -16862,31 +45520,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.052192
+ timestamp: 1681824281.3086171
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.052192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.308617}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.052192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996576}, "timestamp": {"timestamp": 1681824281.308617}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.052192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.308617}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.052192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.308617}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.052192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.308617}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04395937919616699 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42110:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42110', '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 0.03632807731628418 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16906,40 +45564,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975682497024536
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.487578868866
+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: 262.9543356895447
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": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 26.0}, {"feature": 23.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1016.0}, {"feature": 8.0}, {"feature": 2324.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037351127608296837
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013457678776713359
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028235912322998047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00043113800313743103
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013507970667520801
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022876347065903246
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018978118896484375 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7550
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.102781
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 342
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.341379
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -16949,10 +45607,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.103332
+ timestamp: 1681824281.3415909
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -16961,10 +45619,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.103332
+ timestamp: 1681824281.3415909
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999652326
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -16973,10 +45631,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.103332
+ timestamp: 1681824281.3415909
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -16985,10 +45643,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.103332
+ timestamp: 1681824281.3415909
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -16997,31 +45655,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.103332
+ timestamp: 1681824281.3415909
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.103332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.341591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.103332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996523}, "timestamp": {"timestamp": 1681824281.341591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.103332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.341591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.103332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.341591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.103332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.341591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03193926811218262 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', '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 0.03361058235168457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17041,40 +45699,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975685477256775
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 744.5264086723328
+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: 262.9912214279175
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": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 26.0}, {"feature": 23.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1016.0}, {"feature": 8.0}, {"feature": 2324.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003735008116015616
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013456790700159254
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031890869140625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004303355104936173
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001348908178649801
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022873695706948638
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013604164123535156 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7551
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.143256
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 343
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.377627
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -17084,10 +45742,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.143873
+ timestamp: 1681824281.378036
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -17096,10 +45754,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.143873
+ timestamp: 1681824281.378036
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999645889
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -17108,10 +45766,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.143873
+ timestamp: 1681824281.378036
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -17120,10 +45778,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.143873
+ timestamp: 1681824281.378036
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -17132,31 +45790,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.143873
+ timestamp: 1681824281.378036
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.143873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.378036}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.143873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996459}, "timestamp": {"timestamp": 1681824281.378036}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.143873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.378036}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.143873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.378036}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.143873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.378036}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.055737972259521484 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', '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 0.030396223068237305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', '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: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17176,40 +45834,175 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975689053535461
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.5904595851898
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.024263381958
+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": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00042961164852089876
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013470128429959771
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002285874797962606
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017099380493164062 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 344
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.411187
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824281.4113851
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824281.4113851
+}
+kpi_value {
+ floatVal: 0.999646902
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824281.4113851
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824281.4113851
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824281.4113851
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.411385}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996469}, "timestamp": {"timestamp": 1681824281.411385}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.411385}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.411385}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.411385}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05975151062011719 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 263.0872251987457
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": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 26.0}, {"feature": 23.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1016.0}, {"feature": 8.0}, {"feature": 2324.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003734791700742913
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001345591286975266
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463702670298517
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023920536041259766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004290319422421896
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013451022068266688
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022873695706948638
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017688274383544922 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7552
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.205319
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 345
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.474119
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -17219,10 +46012,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.2055571
+ timestamp: 1681824281.4745519
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -17231,10 +46024,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.2055571
+ timestamp: 1681824281.4745519
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999640942
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -17243,10 +46036,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.2055571
+ timestamp: 1681824281.4745519
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -17255,10 +46048,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.2055571
+ timestamp: 1681824281.4745519
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -17267,31 +46060,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.2055571
+ timestamp: 1681824281.4745519
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.205557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.474552}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.205557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964094}, "timestamp": {"timestamp": 1681824281.474552}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.205557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.474552}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.205557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.474552}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.205557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.474552}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02657008171081543 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', '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 0.030011653900146484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17311,40 +46104,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.99756920337677
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.6236083507538
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.1203498840332
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": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 26.0}, {"feature": 23.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 2754.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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:Average inference time: 0.0003734699383509472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013455024465891252
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027408599853515625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004283697776714437
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013432133209487715
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002285874797962606
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013699531555175781 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7553
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.270633
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 346
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.506753
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -17354,10 +46147,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.27119
+ timestamp: 1681824281.5069611
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -17366,10 +46159,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.27119
+ timestamp: 1681824281.5069611
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999642
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -17378,10 +46171,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.27119
+ timestamp: 1681824281.5069611
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -17390,10 +46183,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.27119
+ timestamp: 1681824281.5069611
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -17402,31 +46195,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.27119
+ timestamp: 1681824281.5069611
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.27119}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.506961}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.27119}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999642}, "timestamp": {"timestamp": 1681824281.506961}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.27119}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.506961}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.27119}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.506961}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.27119}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.506961}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03657388687133789 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', '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 0.0293731689453125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17446,40 +46239,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975695610046387
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.6992394924164
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.15237975120544
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": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 27.0}, {"feature": 24.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 2754.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003734612007392879
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013454135990013012
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0037436485290527344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004276820521879544
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013413374612015751
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002284380025230348
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.03424358367919922 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7554
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.316163
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 347
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.571665
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -17489,10 +46282,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.3168941
+ timestamp: 1681824281.5719249
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -17501,10 +46294,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.3168941
+ timestamp: 1681824281.5719249
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999643
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -17513,10 +46306,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.3168941
+ timestamp: 1681824281.5719249
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -17525,10 +46318,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.3168941
+ timestamp: 1681824281.5719249
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -17537,31 +46330,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.3168941
+ timestamp: 1681824281.5719249
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.316894}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.571925}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.316894}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999643}, "timestamp": {"timestamp": 1681824281.571925}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.316894}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.571925}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.316894}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.571925}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.316894}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.571925}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030429363250732422 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', '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 0.022797346115112305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17581,40 +46374,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975698590278625
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.7385454177856
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.21074533462524
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": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 27.0}, {"feature": 24.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1446.0}, {"feature": 10.0}, {"feature": 3184.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037345588595552766
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013453246340873269
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646499779075384
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033588409423828125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004270739141509108
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001339456770948045
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022811649250797927
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0012905597686767578 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7555
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.374052
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 348
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.597085
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -17624,10 +46417,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.37452
+ timestamp: 1681824281.5974569
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -17636,10 +46429,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.37452
+ timestamp: 1681824281.5974569
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999644101
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -17648,10 +46441,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.37452
+ timestamp: 1681824281.5974569
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -17660,10 +46453,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.37452
+ timestamp: 1681824281.5974569
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -17672,31 +46465,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.37452
+ timestamp: 1681824281.5974569
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.37452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.597457}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.37452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996441}, "timestamp": {"timestamp": 1681824281.597457}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.37452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.597457}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.37452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.597457}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.37452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.597457}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041022300720214844 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', '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 0.025613784790039062 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17716,40 +46509,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975702166557312
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.8075139522552
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.23896312713623
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": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 28.0}, {"feature": 25.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1446.0}, {"feature": 10.0}, {"feature": 3184.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.0003734277426418634
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013452378316520643
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026483535766601562 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004263197568533435
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001337610388844429
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022779498249292374
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013878345489501953 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7556
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.423523
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 349
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.625339
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -17759,10 +46552,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.4241719
+ timestamp: 1681824281.6255441
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -17771,10 +46564,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.4241719
+ timestamp: 1681824281.6255441
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999645114
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -17783,10 +46576,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.4241719
+ timestamp: 1681824281.6255441
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -17795,10 +46588,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.4241719
+ timestamp: 1681824281.6255441
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -17807,31 +46600,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.4241719
+ timestamp: 1681824281.6255441
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.424172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.625544}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.424172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996451}, "timestamp": {"timestamp": 1681824281.625544}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.424172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.625544}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.424172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.625544}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.424172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.625544}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04720616340637207 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', '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 0.05849194526672363 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17851,40 +46644,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975705146789551
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.8624036312103
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.3000931739807
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": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 28.0}, {"feature": 25.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1446.0}, {"feature": 11.0}, {"feature": 3614.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037339875445056267
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013451511827481245
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004272937774658203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000425661540357396
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013357547498679377
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022750350763089955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016169548034667969 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7557
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.479741
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 350
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.687006
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -17894,10 +46687,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.48048
+ timestamp: 1681824281.687223
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -17906,10 +46699,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.48048
+ timestamp: 1681824281.687223
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999646127
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -17918,10 +46711,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.48048
+ timestamp: 1681824281.687223
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -17930,10 +46723,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.48048
+ timestamp: 1681824281.687223
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -17942,31 +46735,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.48048
+ timestamp: 1681824281.687223
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.48048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.687223}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.48048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996461}, "timestamp": {"timestamp": 1681824281.687223}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.48048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.687223}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.48048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.687223}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.48048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.687223}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03978538513183594 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', '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 0.05412459373474121 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17986,40 +46779,42 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975708723068237
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.911235332489
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.3575665950775
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": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 29.0}, {"feature": 26.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1446.0}, {"feature": 11.0}, {"feature": 3614.0}]}
+DEBUG:root:Metrics: 10
+DEBUG:root:Batch time: 0.44285082817077637
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 100.0}, {"feature": 3.0}, {"feature": 300.0}, {"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: 0.00037339186999103
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013450623243796552
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038607120513916016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004250633849051285
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013338975490232987
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016868114471435547 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7558
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.527630
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 351
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.750888
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -18029,10 +46824,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.528327
+ timestamp: 1681824281.7511389
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -18041,10 +46836,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.528327
+ timestamp: 1681824281.7511389
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999647141
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -18053,10 +46848,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.528327
+ timestamp: 1681824281.7511389
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -18065,10 +46860,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.528327
+ timestamp: 1681824281.7511389
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -18077,31 +46872,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.528327
+ timestamp: 1681824281.7511389
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.528327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.751139}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.528327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964714}, "timestamp": {"timestamp": 1681824281.751139}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.528327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.751139}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.528327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.751139}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.528327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.751139}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06412315368652344 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', '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 0.06547427177429199 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18121,40 +46916,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975711703300476
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 744.9848291873932
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.4326765537262
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": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 29.0}, {"feature": 26.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 27.0}, {"feature": 27.0}, {"feature": 1469.0}, {"feature": 12.0}, {"feature": 3637.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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}]}
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: 0.00037337067131011474
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001344974613163151
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026463804533705115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004483461380004883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042456092639688654
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001332034724033922
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022750350763089955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018725395202636719 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7559
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.603884
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 352
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.819960
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -18164,10 +46959,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.6047421
+ timestamp: 1681824281.82024
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -18176,10 +46971,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.6047421
+ timestamp: 1681824281.82024
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999648154
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -18188,10 +46983,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.6047421
+ timestamp: 1681824281.82024
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -18200,10 +46995,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.6047421
+ timestamp: 1681824281.82024
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -18212,31 +47007,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.6047421
+ timestamp: 1681824281.82024
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.604742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.82024}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.604742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964815}, "timestamp": {"timestamp": 1681824281.82024}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.604742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.82024}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.604742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.82024}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.604742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.82024}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04144477844238281 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', '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 0.037108659744262695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18256,40 +47051,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975715279579163
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 745.0379407405853
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.47334027290344
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": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 29.0}, {"feature": 26.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2393.0}, {"feature": 28.0}, {"feature": 28.0}, {"feature": 1469.0}, {"feature": 13.0}, {"feature": 3660.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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}]}
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: 0.00037336171130100313
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013448858824878468
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646440116222948
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003987550735473633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042386813614934304
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013302101559508935
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022721203276887536
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001966714859008789 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7560
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.655853
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 353
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.860645
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -18299,10 +47094,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.6568279
+ timestamp: 1681824281.860873
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -18311,10 +47106,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.6568279
+ timestamp: 1681824281.860873
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999649107
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -18323,10 +47118,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.6568279
+ timestamp: 1681824281.860873
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -18335,10 +47130,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.6568279
+ timestamp: 1681824281.860873
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -18347,31 +47142,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.6568279
+ timestamp: 1681824281.860873
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.656828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.860873}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.656828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996491}, "timestamp": {"timestamp": 1681824281.860873}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.656828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.860873}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.656828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.860873}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.656828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.860873}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04855990409851074 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', '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 0.04790306091308594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', '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 {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18391,40 +47186,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975718259811401
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 745.0968668460846
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.52482438087463
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": "10.100.200.3:38007:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 30.0}, {"feature": 27.0}, {"feature": 1384.0}, {"feature": 10.0}, {"feature": 2416.0}, {"feature": 28.0}, {"feature": 28.0}, {"feature": 1469.0}, {"feature": 13.0}, {"feature": 3660.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037334870525408274
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013447974193047897
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646499779075384
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028612613677978516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000423224525470918
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013283850390334254
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022681101108901203
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015821456909179688 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7561
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.712547
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 354
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.911741
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -18434,10 +47229,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.7128451
+ timestamp: 1681824281.9120569
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -18446,10 +47241,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.7128451
+ timestamp: 1681824281.9120569
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999650121
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -18458,10 +47253,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.7128451
+ timestamp: 1681824281.9120569
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -18470,10 +47265,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.7128451
+ timestamp: 1681824281.9120569
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -18482,31 +47277,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.7128451
+ timestamp: 1681824281.9120569
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.712845}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.912057}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.712845}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996501}, "timestamp": {"timestamp": 1681824281.912057}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.712845}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.912057}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.712845}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.912057}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.712845}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.912057}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.058348655700683594 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38007:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38007', '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 0.03890872001647949 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18526,40 +47321,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975721836090088
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 745.1629989147186
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.5669605731964
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": "10.100.200.3:30677:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30677", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 621.0}, {"feature": 7.0}, {"feature": 1019.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"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": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037336174654952945
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013447089764081607
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002646819921210408
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004462480545043945 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042260602824914625
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001326563796903065
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002264099894091487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019652843475341797 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7562
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.781057
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 355
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.954069
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -18569,10 +47364,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.78203
+ timestamp: 1681824281.9542651
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -18581,10 +47376,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.78203
+ timestamp: 1681824281.9542651
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999651134
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -18593,10 +47388,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.78203
+ timestamp: 1681824281.9542651
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -18605,10 +47400,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.78203
+ timestamp: 1681824281.9542651
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -18617,31 +47412,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.78203
+ timestamp: 1681824281.9542651
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.78203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.954265}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.78203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965113}, "timestamp": {"timestamp": 1681824281.954265}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.78203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.954265}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.78203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.954265}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.78203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.954265}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037203311920166016 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30677:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30677', '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 0.03554940223693848 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', '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: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18661,40 +47456,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975724816322327
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 745.2110939025879
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.60590982437134
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": "10.100.200.3:30677:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30677", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 621.0}, {"feature": 7.0}, {"feature": 1019.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 100.0}, {"feature": 3.0}, {"feature": 300.0}, {"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: 0.00037336375319407437
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013446200842910621
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026471400633454323
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00529026985168457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042195669100672176
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013247558305801207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022634697961620986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021071434020996094 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7563
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.831332
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 356
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:41.993262
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -18704,10 +47499,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.8323209
+ timestamp: 1681824281.9935441
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -18716,10 +47511,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.8323209
+ timestamp: 1681824281.9935441
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999652088
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -18728,10 +47523,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.8323209
+ timestamp: 1681824281.9935441
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -18740,10 +47535,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.8323209
+ timestamp: 1681824281.9935441
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -18752,31 +47547,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.8323209
+ timestamp: 1681824281.9935441
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.832321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.993544}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.832321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996521}, "timestamp": {"timestamp": 1681824281.993544}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.832321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.993544}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.832321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.993544}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.832321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824281.993544}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0722494125366211 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30677:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30677', '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 0.04039740562438965 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18796,40 +47591,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975728392601013
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 745.2959084510803
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.6500747203827
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": "10.100.200.3:38366:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38366", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 10.0}, {"feature": 588.0}, {"feature": 5.0}, {"feature": 787.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 100.0}, {"feature": 3.0}, {"feature": 300.0}, {"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: 0.00037335550679502903
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013445313897403948
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002647259971126914
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003926515579223633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0004213857506884455
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013229429890202434
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022628396982327104
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018160343170166016 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7564
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.913640
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 357
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:42.037194
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -18839,10 +47634,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.914381
+ timestamp: 1681824282.037401
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -18851,10 +47646,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.914381
+ timestamp: 1681824282.037401
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999653041
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -18863,10 +47658,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.914381
+ timestamp: 1681824282.037401
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -18875,10 +47670,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.914381
+ timestamp: 1681824282.037401
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -18887,31 +47682,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.914381
+ timestamp: 1681824282.037401
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.914381}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.037401}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.914381}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965304}, "timestamp": {"timestamp": 1681824282.037401}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.914381}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.037401}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.914381}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.037401}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.914381}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.037401}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038193702697753906 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38366:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38366', '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 0.038915157318115234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18931,40 +47726,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975731372833252
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 745.3446867465973
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.6924977302551
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": "10.100.200.3:38366:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38366", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 13.0}, {"feature": 10.0}, {"feature": 588.0}, {"feature": 5.0}, {"feature": 787.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 100.0}, {"feature": 3.0}, {"feature": 300.0}, {"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: 0.0003733491305226764
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013444426359133115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002647379878908396
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002865314483642578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042080933240492045
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013211389035710707
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002262679918203503
+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: 7565
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:28.961428
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 358
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:42.079472
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -18974,10 +47769,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.96197
+ timestamp: 1681824282.07971
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -18986,10 +47781,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.96197
+ timestamp: 1681824282.07971
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999654055
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -18998,10 +47793,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.96197
+ timestamp: 1681824282.07971
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -19010,10 +47805,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.96197
+ timestamp: 1681824282.07971
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -19022,31 +47817,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725088.96197
+ timestamp: 1681824282.07971
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.96197}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.07971}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725088.96197}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965405}, "timestamp": {"timestamp": 1681824282.07971}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.96197}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.07971}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.96197}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.07971}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725088.96197}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.07971}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047766685485839844 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38366:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38366', '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 0.03743553161621094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23076:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '23076', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -19066,40 +47861,40 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975734949111938
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 745.4017434120178
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.7331705093384
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": "10.100.200.3:38366:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "38366", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "0de0f403-7963-468b-b32d-dc4a358696cd"}}, "time_end": 1681725000.0, "time_start": 1681725000.0}, "features": [{"feature": 14.0}, {"feature": 11.0}, {"feature": 588.0}, {"feature": 5.0}, {"feature": 787.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "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: 0.00037334568522136416
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.035609282029327005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.599799523130059e-05
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001344353818725568
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00026474351761862636
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038442611694335938 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00042015125065092467
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013193563511912471
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022625201381742954
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015635490417480469 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7566
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-17 09:51:29.018985
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-17 09:50:43.865222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-17 09:51:43.865222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 359
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:42.120081
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
@@ -19109,10 +47904,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725089.019727
+ timestamp: 1681824282.1202829
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
@@ -19121,10 +47916,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725089.019727
+ timestamp: 1681824282.1202829
}
kpi_value {
- floatVal: 0.999999583
+ floatVal: 0.999655
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
@@ -19133,10 +47928,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725089.019727
+ timestamp: 1681824282.1202829
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
@@ -19145,10 +47940,10 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725089.019727
+ timestamp: 1681824282.1202829
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
@@ -19157,31 +47952,31 @@ DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceSe
}
}
timestamp {
- timestamp: 1681725089.019727
+ timestamp: 1681824282.1202829
}
kpi_value {
- int32Val: 1
+ int32Val: 0
}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725089.019727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.120283}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9999996}, "timestamp": {"timestamp": 1681725089.019727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999655}, "timestamp": {"timestamp": 1681824282.120283}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725089.019727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.120283}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725089.019727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.120283}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1681725089.019727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.120283}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05720353126525879 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '17/04/2023 09:51:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:38366:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '38366', '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 0.06833910942077637 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '18/04/2023 13:24:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "0de0f403-7963-468b-b32d-dc4a358696cd"
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
}
, 'endpoint_id': topology_id {
context_id {
@@ -19201,14 +47996,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1681725056.0, 'time_end': 1681725056.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 6
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.9975737929344177
+, 'time_start': 1681824256.0, 'time_end': 1681824256.0}
+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: 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: 745.4683232307434
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 263.80482292175293
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": "10.100.200.3:23076:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23076", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "24b32c06-89b1-403b-8370-d7fefb69acac"}}, "time_end": 1681824300.0, "time_start": 1681824300.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 100.0}, {"feature": 3.0}, {"feature": 300.0}, {"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: 0.00041951932216761635
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.022069397033192217
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 9.717000648379326e-05
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0013175770418212497
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00022612401517108083
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014600753784179688 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 360
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-18 13:24:42.191579
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-18 13:24:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-18 13:25:22.318010
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "24b32c06-89b1-403b-8370-d7fefb69acac"
+}
+
+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: "17"
+ }
+}
+timestamp {
+ timestamp: 1681824282.1919191
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
+ kpi_id {
+ uuid: "18"
+ }
+}
+timestamp {
+ timestamp: 1681824282.1919191
+}
+kpi_value {
+ floatVal: 0.999655962
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
+ kpi_id {
+ uuid: "19"
+ }
+}
+timestamp {
+ timestamp: 1681824282.1919191
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
+ kpi_id {
+ uuid: "20"
+ }
+}
+timestamp {
+ timestamp: 1681824282.1919191
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
+ kpi_id {
+ uuid: "21"
+ }
+}
+timestamp {
+ timestamp: 1681824282.1919191
+}
+kpi_value {
+ int32Val: 0
+}
+
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1681824282.191919}}
diff --git a/proto/l3_centralizedattackdetector.proto b/proto/l3_centralizedattackdetector.proto
index ed99435aa..4d404869e 100644
--- a/proto/l3_centralizedattackdetector.proto
+++ b/proto/l3_centralizedattackdetector.proto
@@ -25,6 +25,9 @@ service L3Centralizedattackdetector {
// Get the list of features used by the ML model in the CAD component
rpc GetFeaturesIds (Empty) returns (AutoFeatures) {}
+
+ // Get Scalability Config from the DAD component
+ rpc GetScalabilityConfig (L3ScalabilityConfig) returns (Empty) {}
}
message Feature {
@@ -63,6 +66,12 @@ message L3CentralizedattackdetectorBatchInput {
repeated L3CentralizedattackdetectorMetrics metrics = 1;
}
+// Exp2 - Scalability Config
+message L3ScalabilityConfig {
+ float time_to_stabilize = 1;
+ float max_connection_time = 2;
+}
+
message Empty {
string message = 1;
}
diff --git a/scalability_accuracy.csv b/scalability_accuracy.csv
index 043ac2d1d..4140d7cd3 100644
--- a/scalability_accuracy.csv
+++ b/scalability_accuracy.csv
@@ -1,2 +1,4 @@
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
+60.0 0.997032642364502 1.0 5056.0 5.0 0.0 5051.0 15.0 1.0 |18/04/2023 13:29:22| 5.0
diff --git a/src/l3_centralizedattackdetector/client/l3_centralizedattackdetectorClient.py b/src/l3_centralizedattackdetector/client/l3_centralizedattackdetectorClient.py
index 2ef33438e..6e05aa986 100644
--- a/src/l3_centralizedattackdetector/client/l3_centralizedattackdetectorClient.py
+++ b/src/l3_centralizedattackdetector/client/l3_centralizedattackdetectorClient.py
@@ -22,6 +22,7 @@ from common.proto.l3_centralizedattackdetector_pb2 import (
Empty,
L3CentralizedattackdetectorBatchInput,
L3CentralizedattackdetectorMetrics,
+ L3ScalabilityConfig,
ModelInput,
ModelOutput
)
@@ -70,5 +71,12 @@ class l3_centralizedattackdetectorClient:
response = self.stub.GetOutput(request)
LOGGER.debug('GetFeaturesIds result: {}'.format(response))
return response
+
+ @RETRY_DECORATOR
+ def GetScalabilityConfig(self, request: L3ScalabilityConfig) -> Empty:
+ LOGGER.debug('GetScalabilityConfig request: {}'.format(request))
+ response = self.stub.GetOutput(request)
+ LOGGER.debug('GetScalabilityConfig result: {}'.format(response))
+ return response
diff --git a/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py b/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py
index c8a16535e..d2bb04db4 100644
--- a/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py
+++ b/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py
@@ -52,11 +52,7 @@ 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_TO_STABILIZE = 2 # minutes
TIME_START = time.time()
-MAX_CONNECTION_TIME = 60
-
METRICS_POOL = MetricsPool('l3_centralizedattackdetector', 'RPC')
@@ -197,9 +193,8 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
self.confidence = Value('f', 0)
self.calculated_csv = False
- # Start process to generate accuracy scalability csv asynchronically
- p = Process(target=self.generate_accuracy_scalability_csv)
- p.start()
+ 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
@@ -662,11 +657,11 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
f.close()
def generate_accuracy_scalability_csv(self):
- LOGGER.debug("Starting async prediction accuracy analysis 2")
+ LOGGER.debug("Starting async prediction accuracy analysis")
LOGGER.debug("Correct csv load: {}".format(os.path.exists("/var/teraflow/scalability_accuracy.csv")))
# Wait for the system to stabilize
- time.sleep(TIME_TO_STABILIZE * 60)
+ time.sleep(self.time_to_stabilize * 60)
LOGGER.debug("Scalability csv started")
with open("/var/teraflow/scalability_accuracy.csv", 'a', newline='') as f:
spamwriter = csv.writer(f, delimiter=' ', quotechar='|', quoting=csv.QUOTE_MINIMAL)
@@ -674,12 +669,25 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
'TOTAL_PREDICTIONS', 'TOTAL_POSITIVES', 'F_POSITIVES',
'T_NEGATIVES', 'F_NEGATIVES', 'CONFIDENCE', 'TIMESTAMP', 'TIME_TO_STABILIZE'])'''
- spamwriter.writerow([MAX_CONNECTION_TIME, self.overall_detection_acc.value, self.cryptomining_attack_detection_acc.value,
+ spamwriter.writerow([self.max_connection_time, 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"), TIME_TO_STABILIZE])
+ self.confidence.value, 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")
+
+ 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()
--
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