INFO:__main__:Starting... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorService:Starting Service (tentative endpoint: 0.0.0.0:10001, max_workers: 10)... INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Creating Centralized Attack Detector Service INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Features: [3.0, 5.0, 7.0, 8.0, 9.0, 17.0, 19.0, 21.0, 22.0, 23.0] DEBUG:monitoring.client.MonitoringClient:Creating channel to 10.152.183.5:7070... DEBUG:monitoring.client.MonitoringClient:Channel created DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:Creating channel to l3-attackmitigatorservice:10002... DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:Channel created INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorService:Listening on 0.0.0.0:10001... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorService:Service started DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetFeaturesIds request: {"message": ""} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetFeaturesIds reply: {"auto_features": [3.0, 5.0, 7.0, 8.0, 9.0, 17.0, 19.0, 21.0, 22.0, 23.0]} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetScalabilityConfig request: {"max_connection_time": 0.8, "time_to_stabilize": 1.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Received scalability config request E0421 10:39:05.237784321 92 fork_posix.cc:76] Other threads are currently calling into gRPC, skipping fork() handlers DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetScalabilityConfig reply: {"message": "CSV generated"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Starting async prediction accuracy analysis 2 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Correct csv load: True DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.05719923973083496 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Creating KPIs for service context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:monitoring.client.MonitoringClient:SetKpi: {"kpi_description": "L3 - Confidence of the cryptomining detector in the security status in the last time interval of the service 635973d9-976c-4c6f-bb6d-cadca6dd2147", "kpi_id_list": [], "kpi_sample_type": "KPISAMPLETYPE_L3_SECURITY_STATUS_CRYPTO", "service_id": {"service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}} DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "13"}} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Created KPI l3_security_status DEBUG:monitoring.client.MonitoringClient:SetKpi: {"kpi_description": "L3 - Security status of the service in a time interval of the service 635973d9-976c-4c6f-bb6d-cadca6dd2147 (\u201c0\u201d if no attack has been detected on the service and \u201c1\u201d if a cryptomining attack has been detected)", "kpi_id_list": [], "kpi_sample_type": "KPISAMPLETYPE_ML_CONFIDENCE", "service_id": {"service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}} DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "14"}} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Created KPI l3_ml_model_confidence DEBUG:monitoring.client.MonitoringClient:SetKpi: {"kpi_description": "L3 - Number of attack connections detected in a time interval of the service 635973d9-976c-4c6f-bb6d-cadca6dd2147 (attacks of the same connection [origin IP, origin port, destination IP and destination port] are only considered once)", "kpi_id_list": [], "kpi_sample_type": "KPISAMPLETYPE_L3_UNIQUE_ATTACK_CONNS", "service_id": {"service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}} DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "15"}} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Created KPI l3_unique_attack_conns DEBUG:monitoring.client.MonitoringClient:SetKpi: {"kpi_description": "L3 - Number of unique compromised clients of the service in a time interval of the service 635973d9-976c-4c6f-bb6d-cadca6dd2147 (attacks from the same origin IP are only considered once)", "kpi_id_list": [], "kpi_sample_type": "KPISAMPLETYPE_L3_UNIQUE_COMPROMISED_CLIENTS", "service_id": {"service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}} DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "16"}} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Created KPI l3_unique_compromised_clients DEBUG:monitoring.client.MonitoringClient:SetKpi: {"kpi_description": "L3 - number of unique attackers of the service in a time interval of the service 635973d9-976c-4c6f-bb6d-cadca6dd2147 (attacks from the same destination IP are only considered once)", "kpi_id_list": [], "kpi_sample_type": "KPISAMPLETYPE_L3_UNIQUE_ATTACKERS", "service_id": {"service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}} DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "17"}} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Created KPI l3_unique_attackers INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Created KPIs for service context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:self.time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval: 60 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:0:01:00 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.674563 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:No KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0007340908050537109 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.0046796798706 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0006234645843505859 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 2 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.681895 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073545.6827891 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073545.6827891 } kpi_value { floatVal: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073545.6827891 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073545.6827891 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073545.6827891 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.682789}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1682073545.682789}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.682789}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.682789}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.682789}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.062409162521362305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.07375955581665 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00042819976806640625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 3 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.749488 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073545.749773 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073545.749773 } kpi_value { floatVal: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073545.749773 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073545.749773 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073545.749773 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.749773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1682073545.749773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.749773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.749773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.749773}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03148508071899414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.1104040145874 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005080699920654297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 4 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.785591 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073545.7858281 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073545.7858281 } kpi_value { floatVal: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073545.7858281 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073545.7858281 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073545.7858281 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.785828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1682073545.785828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.785828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.785828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.785828}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03724169731140137 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.15265393257141 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004820823669433594 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 5 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.829454 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073545.82967 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073545.82967 } kpi_value { floatVal: 1 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073545.82967 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073545.82967 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073545.82967 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.82967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1682073545.82967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.82967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.82967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.82967}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.054526567459106445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.2134485244751 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00044655799865722656 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 6 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.888435 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073545.8888209 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073545.8888209 } kpi_value { floatVal: 0.999572933 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073545.8888209 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073545.8888209 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073545.8888209 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.888821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957293}, "timestamp": {"timestamp": 1682073545.888821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.888821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.888821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.888821}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03772783279418945 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.25556015968323 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004100799560546875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.930577 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073545.930809 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073545.930809 } kpi_value { floatVal: 0.999288201 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073545.930809 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073545.930809 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073545.930809 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.930809}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9992882}, "timestamp": {"timestamp": 1682073545.930809}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.930809}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.930809}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.930809}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04091477394104004 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.30091595649719 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001332998275756836 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 8 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.245691 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.246686 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.246686 } kpi_value { floatVal: 0.99908483 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.246686 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.246686 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.246686 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.246686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99908483}, "timestamp": {"timestamp": 1682073546.246686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.246686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.246686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.246686}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03935599327087402 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.61547470092773 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008025169372558594 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 9 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.292862 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.293942 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.293942 } kpi_value { floatVal: 0.999199212 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.293942 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.293942 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.293942 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.293942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9991992}, "timestamp": {"timestamp": 1682073546.293942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.293942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.293942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.293942}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04586052894592285 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.66817998886108 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00042057037353515625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 10 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.343196 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.343446 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.343446 } kpi_value { floatVal: 0.999288201 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.343446 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.343446 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.343446 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.343446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9992882}, "timestamp": {"timestamp": 1682073546.343446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.343446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.343446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.343446}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03568291664123535 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.7083158493042 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004875659942626953 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 11 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.383840 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.3840361 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.3840361 } kpi_value { floatVal: 0.999359369 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.3840361 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.3840361 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.3840361 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.384036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99935937}, "timestamp": {"timestamp": 1682073546.384036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.384036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.384036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.384036}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02691936492919922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.74018263816833 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004227161407470703 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 12 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.415048 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.41528 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.41528 } kpi_value { floatVal: 0.999417603 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.41528 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.41528 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.41528 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.41528}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994176}, "timestamp": {"timestamp": 1682073546.41528}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.41528}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.41528}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.41528}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027428150177001953 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.7727518081665 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007052421569824219 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 13 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.481513 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.4820261 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.4820261 } kpi_value { floatVal: 0.999466121 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.4820261 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.4820261 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.4820261 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.482026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994661}, "timestamp": {"timestamp": 1682073546.482026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.482026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.482026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.482026}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036804914474487305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.84843802452087 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007724761962890625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 14 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.524725 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.5252969 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.5252969 } kpi_value { floatVal: 0.999507189 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.5252969 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.5252969 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.5252969 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.525297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995072}, "timestamp": {"timestamp": 1682073546.525297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.525297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.525297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.525297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06318283081054688 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.91736316680908 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004677772521972656 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 15 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.592105 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.5923891 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.5923891 } kpi_value { floatVal: 0.999360263 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.5923891 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.5923891 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.5923891 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.592389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99936026}, "timestamp": {"timestamp": 1682073546.592389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.592389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.592389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.592389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02838921546936035 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.95126247406006 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0009121894836425781 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 16 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.676651 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.677588 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.677588 } kpi_value { floatVal: 0.99940294 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.677588 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.677588 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.677588 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.677588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99940294}, "timestamp": {"timestamp": 1682073546.677588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.677588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.677588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.677588}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03514742851257324 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.04250073432922 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0009233951568603516 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 17 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.719191 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.7200871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.7200871 } kpi_value { floatVal: 0.999440253 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.7200871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.7200871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.7200871 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.720087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99944025}, "timestamp": {"timestamp": 1682073546.720087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.720087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.720087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.720087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0707697868347168 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.1208438873291 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0009217262268066406 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 18 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.801212 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.8034639 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.8034639 } kpi_value { floatVal: 0.999473155 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.8034639 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.8034639 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.8034639 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.803464}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99947315}, "timestamp": {"timestamp": 1682073546.803464}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.803464}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.803464}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.803464}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07662439346313477 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.20833945274353 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008838176727294922 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 19 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.885967 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.8869109 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.8869109 } kpi_value { floatVal: 0.99950242 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.8869109 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.8869109 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.8869109 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.886911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995024}, "timestamp": {"timestamp": 1682073546.886911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.886911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.886911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.886911}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04272580146789551 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.25909328460693 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007226467132568359 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 20 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.936234 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.93678 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.93678 } kpi_value { floatVal: 0.999528646 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.93678 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.93678 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.93678 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.93678}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99952865}, "timestamp": {"timestamp": 1682073546.93678}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.93678}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.93678}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.93678}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04621720314025879 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.31261372566223 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007355213165283203 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 21 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.989205 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073546.9899039 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073546.9899039 } kpi_value { floatVal: 0.99955219 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073546.9899039 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073546.9899039 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073546.9899039 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.989904}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995522}, "timestamp": {"timestamp": 1682073546.989904}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.989904}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.989904}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.989904}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047254085540771484 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.36659336090088 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00080108642578125 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 22 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.043885 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.0443871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.0443871 } kpi_value { floatVal: 0.999573529 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.0443871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.0443871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.0443871 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.044387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995735}, "timestamp": {"timestamp": 1682073547.044387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.044387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.044387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.044387}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05295968055725098 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.42733860015869 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007297992706298828 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 23 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.104193 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.107657 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.107657 } kpi_value { floatVal: 0.9995929 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.107657 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.107657 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.107657 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.107657}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995929}, "timestamp": {"timestamp": 1682073547.107657}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.107657}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.107657}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.107657}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044928550720214844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.4799427986145 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008497238159179688 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 24 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.156764 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.157696 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.157696 } kpi_value { floatVal: 0.999610603 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.157696 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.157696 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.157696 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.157696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996106}, "timestamp": {"timestamp": 1682073547.157696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.157696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.157696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.157696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037650108337402344 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.52520966529846 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008652210235595703 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 25 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.202368 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.203377 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.203377 } kpi_value { floatVal: 0.999626815 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.203377 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.203377 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.203377 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.203377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996268}, "timestamp": {"timestamp": 1682073547.203377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.203377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.203377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.203377}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053139686584472656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.58569812774658 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001283884048461914 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 26 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.279321 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.28033 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.28033 } kpi_value { floatVal: 0.999641776 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.28033 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.28033 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.28033 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.28033}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996418}, "timestamp": {"timestamp": 1682073547.28033}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.28033}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.28033}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.28033}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06280875205993652 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.67292833328247 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0012831687927246094 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 27 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.350187 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.351022 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.351022 } kpi_value { floatVal: 0.999655545 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.351022 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.351022 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.351022 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.351022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99965554}, "timestamp": {"timestamp": 1682073547.351022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.351022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.351022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.351022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03785443305969238 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.71730756759644 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.000392913818359375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 28 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.392013 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.392216 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.392216 } kpi_value { floatVal: 0.9996683 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.392216 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.392216 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.392216 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.392216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996683}, "timestamp": {"timestamp": 1682073547.392216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.392216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.392216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.392216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03467965126037598 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.7560670375824 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.000408172607421875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 29 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.433653 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.433851 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.433851 } kpi_value { floatVal: 0.999680161 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.433851 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.433851 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.433851 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.433851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99968016}, "timestamp": {"timestamp": 1682073547.433851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.433851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.433851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.433851}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06872105598449707 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.83178544044495 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004565715789794922 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 30 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.506697 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.506927 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.506927 } kpi_value { floatVal: 0.999617517 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.506927 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.506927 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.506927 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.506927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996175}, "timestamp": {"timestamp": 1682073547.506927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.506927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.506927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.506927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02979445457458496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.86587142944336 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007021427154541016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 31 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.546302 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.5464871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.5464871 } kpi_value { floatVal: 0.999559104 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.5464871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.5464871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.5464871 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.546487}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995591}, "timestamp": {"timestamp": 1682073547.546487}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.546487}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.546487}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.546487}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03605771064758301 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.91171479225159 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00035452842712402344 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 32 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.586327 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.5865531 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.5865531 } kpi_value { floatVal: 0.99957335 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.5865531 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.5865531 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.5865531 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.586553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957335}, "timestamp": {"timestamp": 1682073547.586553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.586553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.586553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.586553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03951144218444824 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.95520663261414 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004210472106933594 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 33 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.633078 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.6332829 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.6332829 } kpi_value { floatVal: 0.999586642 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.6332829 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.6332829 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.6332829 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.633283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99958664}, "timestamp": {"timestamp": 1682073547.633283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.633283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.633283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.633283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08220291137695312 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.04473519325256 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005619525909423828 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 34 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.720001 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.720192 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.720192 } kpi_value { floatVal: 0.999599159 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.720192 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.720192 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.720192 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.720192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99959916}, "timestamp": {"timestamp": 1682073547.720192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.720192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.720192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.720192}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045018672943115234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.09440326690674 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00039196014404296875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 35 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.771188 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.77137 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.77137 } kpi_value { floatVal: 0.99961096 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.77137 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.77137 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.77137 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.77137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99961096}, "timestamp": {"timestamp": 1682073547.77137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.77137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.77137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.77137}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04595041275024414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.14657735824585 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00037980079650878906 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 36 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.824540 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.824733 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.824733 } kpi_value { floatVal: 0.99954927 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.824733 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.824733 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.824733 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.824733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99954927}, "timestamp": {"timestamp": 1682073547.824733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.824733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.824733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.824733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06346774101257324 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.21739792823792 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004856586456298828 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 37 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.898615 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.8988221 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.8988221 } kpi_value { floatVal: 0.999561787 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.8988221 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.8988221 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.8988221 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.898822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995618}, "timestamp": {"timestamp": 1682073547.898822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.898822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.898822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.898822}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02777576446533203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.25573563575745 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003600120544433594 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 38 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.930490 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073547.930691 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073547.930691 } kpi_value { floatVal: 0.999573588 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073547.930691 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073547.930691 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073547.930691 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.930691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995736}, "timestamp": {"timestamp": 1682073547.930691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.930691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.930691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.930691}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.10343289375305176 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.3633382320404 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00041747093200683594 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 39 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.271710 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.271935 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.271935 } kpi_value { floatVal: 0.999528646 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.271935 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.271935 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.271935 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.271935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99952865}, "timestamp": {"timestamp": 1682073548.271935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.271935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.271935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.271935}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024494409561157227 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.62559819221497 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 8787.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00035643577575683594 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 40 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.303179 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.3033891 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.3033891 } kpi_value { floatVal: 0.999540746 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.3033891 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.3033891 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.3033891 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.303389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99954075}, "timestamp": {"timestamp": 1682073548.303389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.303389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.303389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.303389}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02233719825744629 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.65501809120178 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00041031837463378906 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 41 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.330042 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.3303721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.3303721 } kpi_value { floatVal: 0.99955219 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.3303721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.3303721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.3303721 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.330372}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995522}, "timestamp": {"timestamp": 1682073548.330372}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.330372}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.330372}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.330372}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0238797664642334 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.68326473236084 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003445148468017578 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 42 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.372864 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.3732829 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.3732829 } kpi_value { floatVal: 0.999563098 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.3732829 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.3732829 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.3732829 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.373283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995631}, "timestamp": {"timestamp": 1682073548.373283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.373283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.373283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.373283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039108991622924805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.74136233329773 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0009891986846923828 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 43 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.417949 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.418189 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.418189 } kpi_value { floatVal: 0.999573529 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.418189 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.418189 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.418189 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.418189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995735}, "timestamp": {"timestamp": 1682073548.418189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.418189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.418189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.418189}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053772687911987305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.80123543739319 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005631446838378906 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 44 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.477164 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.4775479 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.4775479 } kpi_value { floatVal: 0.999583423 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.4775479 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.4775479 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.4775479 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.477548}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995834}, "timestamp": {"timestamp": 1682073548.477548}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.477548}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.477548}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.477548}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030374526977539062 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.8376932144165 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0006783008575439453 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 45 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.513469 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.5141361 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.5141361 } kpi_value { floatVal: 0.9995929 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.5141361 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.5141361 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.5141361 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.514136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995929}, "timestamp": {"timestamp": 1682073548.514136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.514136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.514136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.514136}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06506204605102539 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.9080183506012 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00038242340087890625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 46 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.582782 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.5831339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.5831339 } kpi_value { floatVal: 0.99960196 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.5831339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.5831339 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.5831339 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.583134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99960196}, "timestamp": {"timestamp": 1682073548.583134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.583134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.583134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.583134}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027065038681030273 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.93975734710693 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0006437301635742188 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 47 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.615697 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.616353 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.616353 } kpi_value { floatVal: 0.999610603 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.616353 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.616353 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.616353 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.616353}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996106}, "timestamp": {"timestamp": 1682073548.616353}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.616353}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.616353}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.616353}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06240200996398926 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.00854516029358 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0009441375732421875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 48 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.685503 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.6865289 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.6865289 } kpi_value { floatVal: 0.999618888 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.6865289 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.6865289 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.6865289 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.686529}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996189}, "timestamp": {"timestamp": 1682073548.686529}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.686529}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.686529}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.686529}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03384256362915039 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.04965162277222 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0011494159698486328 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 49 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.726805 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.7278819 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.7278819 } kpi_value { floatVal: 0.999626815 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.7278819 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.7278819 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.7278819 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.727882}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996268}, "timestamp": {"timestamp": 1682073548.727882}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.727882}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.727882}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.727882}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05777692794799805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.11553716659546 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008885860443115234 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 50 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.792995 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.794131 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.794131 } kpi_value { floatVal: 0.999634445 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.794131 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.794131 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.794131 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.794131}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99963444}, "timestamp": {"timestamp": 1682073548.794131}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.794131}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.794131}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.794131}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03307461738586426 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.15635848045349 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007641315460205078 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 51 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.833305 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.8340471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.8340471 } kpi_value { floatVal: 0.999641776 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.8340471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.8340471 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.8340471 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.834047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996418}, "timestamp": {"timestamp": 1682073548.834047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.834047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.834047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.834047}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0560450553894043 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.21976137161255 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008673667907714844 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 52 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.896738 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.897553 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.897553 } kpi_value { floatVal: 0.999648809 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.897553 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.897553 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.897553 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.897553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996488}, "timestamp": {"timestamp": 1682073548.897553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.897553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.897553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.897553}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040788888931274414 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.26710915565491 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005183219909667969 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 53 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.943598 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.943857 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.943857 } kpi_value { floatVal: 0.999655545 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.943857 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.943857 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.943857 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.943857}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99965554}, "timestamp": {"timestamp": 1682073548.943857}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.943857}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.943857}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.943857}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03673982620239258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.30973792076111 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00039267539978027344 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 54 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.984679 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073548.9849441 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073548.9849441 } kpi_value { floatVal: 0.999621749 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073548.9849441 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073548.9849441 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073548.9849441 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.984944}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99962175}, "timestamp": {"timestamp": 1682073548.984944}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.984944}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.984944}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.984944}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039724111557006836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.35377621650696 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003688335418701172 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 55 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.028388 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.0286491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.0286491 } kpi_value { floatVal: 0.999628782 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.0286491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.0286491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.0286491 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.028649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996288}, "timestamp": {"timestamp": 1682073549.028649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.028649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.028649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.028649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07369112968444824 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.43153929710388 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00039768218994140625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 56 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.108116 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.108336 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.108336 } kpi_value { floatVal: 0.999635518 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.108336 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.108336 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.108336 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.108336}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996355}, "timestamp": {"timestamp": 1682073549.108336}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.108336}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.108336}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.108336}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03917527198791504 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.47666907310486 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003800392150878906 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 57 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.151230 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.1515009 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.1515009 } kpi_value { floatVal: 0.999642 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.1515009 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.1515009 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.1515009 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.151501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999642}, "timestamp": {"timestamp": 1682073549.151501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.151501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.151501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.151501}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022464513778686523 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.50316333770752 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007410049438476562 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 58 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.178312 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.17856 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.17856 } kpi_value { floatVal: 0.999610841 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.17856 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.17856 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.17856 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.17856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99961084}, "timestamp": {"timestamp": 1682073549.17856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.17856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.17856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.17856}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02449321746826172 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.5330913066864 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007669925689697266 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 59 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.208966 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.209677 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.209677 } kpi_value { floatVal: 0.999573588 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.209677 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.209677 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.209677 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.209677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995736}, "timestamp": {"timestamp": 1682073549.209677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.209677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.209677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.209677}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06258773803710938 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.60179018974304 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 10185.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008032321929931641 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 60 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.542621 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.54335 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.54335 } kpi_value { floatVal: 0.999544621 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.54335 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.54335 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.54335 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.54335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995446}, "timestamp": {"timestamp": 1682073549.54335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.54335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.54335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.54335}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0863800048828125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.95847010612488 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 4593.0}, {"feature": 1.0}, {"feature": 4593.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00048804283142089844 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 61 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.634778 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.6352069 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.6352069 } kpi_value { floatVal: 0.99955219 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.6352069 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.6352069 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.6352069 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.635207}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995522}, "timestamp": {"timestamp": 1682073549.635207}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.635207}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.635207}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.635207}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06885051727294922 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.03303265571594 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00045609474182128906 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 62 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.709178 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.7094359 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.7094359 } kpi_value { floatVal: 0.999559522 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.7094359 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.7094359 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.7094359 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.709436}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995595}, "timestamp": {"timestamp": 1682073549.709436}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.709436}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.709436}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.709436}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042671918869018555 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.0812451839447 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003979206085205078 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 63 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.756381 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.7566049 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.7566049 } kpi_value { floatVal: 0.999525547 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.7566049 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.7566049 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.7566049 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.756605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99952555}, "timestamp": {"timestamp": 1682073549.756605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.756605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.756605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.756605}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0343320369720459 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.12037968635559 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 8787.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0006389617919921875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 64 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.796543 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.7968819 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.7968819 } kpi_value { floatVal: 0.999499142 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.7968819 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.7968819 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.7968819 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.796882}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99949914}, "timestamp": {"timestamp": 1682073549.796882}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.796882}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.796882}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.796882}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06329512596130371 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.18936276435852 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 5991.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004868507385253906 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 65 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.865105 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.865567 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.865567 } kpi_value { floatVal: 0.999507 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.865567 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.865567 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.865567 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.865567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999507}, "timestamp": {"timestamp": 1682073549.865567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.865567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.865567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.865567}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05353856086730957 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.24921774864197 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 7389.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014903545379638672 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 66 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.927551 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.9285331 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.9285331 } kpi_value { floatVal: 0.99951458 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.9285331 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.9285331 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.9285331 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.928533}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995146}, "timestamp": {"timestamp": 1682073549.928533}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.928533}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.928533}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.928533}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04619765281677246 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.30403566360474 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008482933044433594 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 67 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.980594 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073549.9814961 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073549.9814961 } kpi_value { floatVal: 0.999521911 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073549.9814961 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073549.9814961 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073549.9814961 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.981496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995219}, "timestamp": {"timestamp": 1682073549.981496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.981496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.981496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.981496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031026124954223633 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.34139585494995 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005903244018554688 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 68 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.017040 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.0176 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.0176 } kpi_value { floatVal: 0.999493241 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.0176 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.0176 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.0176 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.0176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99949324}, "timestamp": {"timestamp": 1682073550.0176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.0176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.0176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.0176}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026513338088989258 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.37334203720093 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005779266357421875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 69 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.048573 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.0490489 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.0490489 } kpi_value { floatVal: 0.999500692 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.0490489 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.0490489 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.0490489 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.049049}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995007}, "timestamp": {"timestamp": 1682073550.049049}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.049049}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.049049}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.049049}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05797839164733887 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.43680453300476 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0009441375732421875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 70 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.113626 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.1145511 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.1145511 } kpi_value { floatVal: 0.999507904 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.1145511 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.1145511 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.1145511 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.114551}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995079}, "timestamp": {"timestamp": 1682073550.114551}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.114551}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.114551}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.114551}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036062002182006836 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.48022389411926 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0010247230529785156 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 71 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.157497 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.171592 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.171592 } kpi_value { floatVal: 0.999514937 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.171592 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.171592 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.171592 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.171592}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99951494}, "timestamp": {"timestamp": 1682073550.171592}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.171592}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.171592}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.171592}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04987907409667969 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.53936171531677 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0010821819305419922 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 72 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.216365 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.217406 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.217406 } kpi_value { floatVal: 0.999521792 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.217406 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.217406 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.217406 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.217406}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995218}, "timestamp": {"timestamp": 1682073550.217406}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.217406}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.217406}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.217406}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05605292320251465 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.60440444946289 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015058517456054688 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 73 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.284718 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.2856531 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.2856531 } kpi_value { floatVal: 0.999528408 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.2856531 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.2856531 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.2856531 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.285653}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995284}, "timestamp": {"timestamp": 1682073550.285653}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.285653}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.285653}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.285653}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05547499656677246 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.6701488494873 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007672309875488281 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 74 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.347351 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.348002 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.348002 } kpi_value { floatVal: 0.999502 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.348002 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.348002 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.348002 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.348002}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999502}, "timestamp": {"timestamp": 1682073550.348002}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.348002}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.348002}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.348002}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04725027084350586 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.72403264045715 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00046896934509277344 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 75 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.399306 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.3995321 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.3995321 } kpi_value { floatVal: 0.99947983 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.3995321 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.3995321 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.3995321 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.399532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99947983}, "timestamp": {"timestamp": 1682073550.399532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.399532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.399532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.399532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024295568466186523 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.75297379493713 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004329681396484375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 76 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.427766 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.4279661 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.4279661 } kpi_value { floatVal: 0.99945277 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.4279661 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.4279661 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.4279661 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.427966}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99945277}, "timestamp": {"timestamp": 1682073550.427966}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.427966}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.427966}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.427966}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.020854711532592773 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.77802276611328 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003516674041748047 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 77 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.453277 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.4715061 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.4715061 } kpi_value { floatVal: 0.99946 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.4715061 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.4715061 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.4715061 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.471506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99946}, "timestamp": {"timestamp": 1682073550.471506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.471506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.471506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.471506}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04744839668273926 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.83016347885132 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00044274330139160156 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 78 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.504971 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.505183 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.505183 } kpi_value { floatVal: 0.999467 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.505183 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.505183 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.505183 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.505183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999467}, "timestamp": {"timestamp": 1682073550.505183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.505183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.505183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.505183}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027480602264404297 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.86193108558655 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005371570587158203 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 79 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.575489 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.575959 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.575959 } kpi_value { floatVal: 0.99947387 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.575959 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.575959 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.575959 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.575959}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99947387}, "timestamp": {"timestamp": 1682073550.575959}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.575959}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.575959}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.575959}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04580569267272949 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.95093870162964 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004937648773193359 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 80 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.625851 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.626085 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.626085 } kpi_value { floatVal: 0.999450088 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.626085 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.626085 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.626085 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.626085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994501}, "timestamp": {"timestamp": 1682073550.626085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.626085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.626085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.626085}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0456843376159668 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.0009696483612 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005488395690917969 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 81 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.676270 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.6765051 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.6765051 } kpi_value { floatVal: 0.999425113 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.6765051 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.6765051 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.6765051 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.676505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994251}, "timestamp": {"timestamp": 1682073550.676505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.676505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.676505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.676505}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028163671493530273 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.03410816192627 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005137920379638672 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 82 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.709426 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073550.7096341 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073550.7096341 } kpi_value { floatVal: 0.999432206 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073550.7096341 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073550.7096341 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073550.7096341 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.709634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994322}, "timestamp": {"timestamp": 1682073550.709634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.709634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.709634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.709634}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06771063804626465 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.10656237602234 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007152557373046875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 83 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.023360 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.0238161 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.0238161 } kpi_value { floatVal: 0.999413073 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.0238161 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.0238161 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.0238161 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.023816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994131}, "timestamp": {"timestamp": 1682073551.023816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.023816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.023816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.023816}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03484797477722168 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.38761138916016 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004699230194091797 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 84 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.064444 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.0646379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.0646379 } kpi_value { floatVal: 0.999420166 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.0646379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.0646379 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.0646379 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.064638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99942017}, "timestamp": {"timestamp": 1682073551.064638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.064638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.064638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.064638}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026336669921875 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.4205310344696 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005767345428466797 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 85 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.096283 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.0964689 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.0964689 } kpi_value { floatVal: 0.99942708 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.0964689 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.0964689 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.0964689 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.096469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994271}, "timestamp": {"timestamp": 1682073551.096469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.096469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.096469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.096469}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029632091522216797 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.45533800125122 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005307197570800781 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 86 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.130995 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.131376 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.131376 } kpi_value { floatVal: 0.999433815 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.131376 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.131376 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.131376 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.131376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994338}, "timestamp": {"timestamp": 1682073551.131376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.131376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.131376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.131376}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06275343894958496 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.52313494682312 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005276203155517578 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 87 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.198001 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.198215 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.198215 } kpi_value { floatVal: 0.999440372 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.198215 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.198215 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.198215 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.198215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994404}, "timestamp": {"timestamp": 1682073551.198215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.198215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.198215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.198215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023943424224853516 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.55130934715271 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00042819976806640625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 88 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.242122 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.242317 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.242317 } kpi_value { floatVal: 0.999446809 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.242317 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.242317 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.242317 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.242317}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994468}, "timestamp": {"timestamp": 1682073551.242317}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.242317}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.242317}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.242317}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05256819725036621 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.6240873336792 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00037598609924316406 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 89 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.298743 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.299051 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.299051 } kpi_value { floatVal: 0.999453127 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.299051 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.299051 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.299051 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.299051}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994531}, "timestamp": {"timestamp": 1682073551.299051}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.299051}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.299051}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.299051}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04795384407043457 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.67608666419983 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00037479400634765625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 90 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.350677 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.3509691 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.3509691 } kpi_value { floatVal: 0.999459267 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.3509691 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.3509691 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.3509691 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.350969}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99945927}, "timestamp": {"timestamp": 1682073551.350969}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.350969}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.350969}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.350969}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02584528923034668 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.70607256889343 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00035071372985839844 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 91 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.381435 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.3825319 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.3825319 } kpi_value { floatVal: 0.999465287 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.3825319 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.3825319 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.3825319 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.382532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994653}, "timestamp": {"timestamp": 1682073551.382532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.382532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.382532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.382532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0315394401550293 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.74323654174805 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004878044128417969 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 92 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.418176 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.41837 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.41837 } kpi_value { floatVal: 0.999471128 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.41837 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.41837 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.41837 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.41837}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994711}, "timestamp": {"timestamp": 1682073551.41837}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.41837}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.41837}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.41837}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053781986236572266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.80134463310242 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003676414489746094 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 93 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.476413 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.476696 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.476696 } kpi_value { floatVal: 0.99947691 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.476696 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.476696 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.476696 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.476696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994769}, "timestamp": {"timestamp": 1682073551.476696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.476696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.476696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.476696}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02832174301147461 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.83411407470703 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003941059112548828 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 94 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.514983 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.5152619 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.5152619 } kpi_value { floatVal: 0.999482512 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.5152619 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.5152619 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.5152619 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.515262}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994825}, "timestamp": {"timestamp": 1682073551.515262}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.515262}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.515262}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.515262}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06173539161682129 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.90616512298584 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004100799560546875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 95 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.581079 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.5812969 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.5812969 } kpi_value { floatVal: 0.999488 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.5812969 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.5812969 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.5812969 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.581297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999488}, "timestamp": {"timestamp": 1682073551.581297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.581297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.581297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.581297}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03541421890258789 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.94589471817017 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00036072731018066406 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 96 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.620716 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.6209691 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.6209691 } kpi_value { floatVal: 0.99949342 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.6209691 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.6209691 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.6209691 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.620969}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994934}, "timestamp": {"timestamp": 1682073551.620969}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.620969}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.620969}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.620969}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04053783416748047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.99067783355713 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003840923309326172 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 97 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.665095 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.66531 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.66531 } kpi_value { floatVal: 0.999498665 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.66531 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.66531 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.66531 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.66531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99949867}, "timestamp": {"timestamp": 1682073551.66531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.66531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.66531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.66531}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039103031158447266 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.03363108634949 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003731250762939453 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 98 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.708481 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.70869 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.70869 } kpi_value { floatVal: 0.999503851 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.70869 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.70869 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.70869 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.70869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99950385}, "timestamp": {"timestamp": 1682073551.70869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.70869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.70869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.70869}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037935733795166016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.07582473754883 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005419254302978516 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 99 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.751181 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.751451 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.751451 } kpi_value { floatVal: 0.999508917 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.751451 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.751451 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.751451 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.751451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995089}, "timestamp": {"timestamp": 1682073551.751451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.751451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.751451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.751451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.043598175048828125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.12436723709106 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004582405090332031 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 100 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.799542 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.7998259 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.7998259 } kpi_value { floatVal: 0.999513865 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.7998259 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.7998259 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.7998259 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.799826}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99951386}, "timestamp": {"timestamp": 1682073551.799826}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.799826}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.799826}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.799826}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02598714828491211 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.15537428855896 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0008045835742662051 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005533438473263436 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023665900005198637 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.08170819282531738 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 101 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.911413 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.911664 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.911664 } kpi_value { floatVal: 0.999518752 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.911664 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.911664 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.911664 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.911664}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99951875}, "timestamp": {"timestamp": 1682073551.911664}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.911664}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.911664}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.911664}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03120136260986328 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.2720673084259 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000799789813734552 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005506457720908178 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023701200001369216 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019505023956298828 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 102 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.948641 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.9488871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.9488871 } kpi_value { floatVal: 0.99952352 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.9488871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.9488871 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.9488871 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.948887}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995235}, "timestamp": {"timestamp": 1682073551.948887}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.948887}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.948887}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.948887}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028454065322875977 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.30653929710388 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007939586310769601 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00547997860596847 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023665900005198637 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014851093292236328 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 103 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.983498 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073551.983721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073551.983721 } kpi_value { floatVal: 0.99952817 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073551.983721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073551.983721 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073551.983721 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.983721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99952817}, "timestamp": {"timestamp": 1682073551.983721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.983721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.983721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.983721}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02396845817565918 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.33690977096558 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007878615192402969 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005453919960167072 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023618900002020382 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014514923095703125 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 104 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.012621 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.012876 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.012876 } kpi_value { floatVal: 0.999532759 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.012876 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.012876 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.012876 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.012876}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99953276}, "timestamp": {"timestamp": 1682073552.012876}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.012876}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.012876}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.012876}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06539154052734375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.40744352340698 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007822722666755258 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005428186054050292 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023571899998842127 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001468658447265625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 105 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.083211 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.083451 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.083451 } kpi_value { floatVal: 0.99953723 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.083451 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.083451 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.083451 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.083451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995372}, "timestamp": {"timestamp": 1682073552.083451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.083451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.083451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.083451}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02665543556213379 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.43924236297607 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007764966698198135 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0054028448761534705 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023378599996703997 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013682842254638672 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 106 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.115850 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.1160879 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.1160879 } kpi_value { floatVal: 0.99954164 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.1160879 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.1160879 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.1160879 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.116088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99954164}, "timestamp": {"timestamp": 1682073552.116088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.116088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.116088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.116088}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06540560722351074 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.51072931289673 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007709838785125035 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00537783819032174 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023185299994565867 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014998912811279297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 107 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.186459 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.1867139 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.1867139 } kpi_value { floatVal: 0.999546 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.1867139 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.1867139 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.1867139 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.186714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999546}, "timestamp": {"timestamp": 1682073552.186714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.186714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.186714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.186714}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03486323356628418 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.55076837539673 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 10.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007671081851920344 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0053530330170350054 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023378599996703997 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018050670623779297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 108 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.226884 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.227114 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.227114 } kpi_value { floatVal: 0.999550223 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.227114 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.227114 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.227114 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.227114}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995502}, "timestamp": {"timestamp": 1682073552.227114}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.227114}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.227114}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.227114}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04462313652038574 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.6009635925293 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 7.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007615637889974747 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005328732764266404 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023185299994565867 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015850067138671875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 109 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.276848 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.2770751 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.2770751 } kpi_value { floatVal: 0.999554396 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.2770751 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.2770751 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.2770751 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.277075}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995544}, "timestamp": {"timestamp": 1682073552.277075}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.277075}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.277075}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.277075}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045337677001953125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.65164065361023 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 10.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007578076545521319 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005304600905748552 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023378599996703997 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019533634185791016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 110 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.328202 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.328454 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.328454 } kpi_value { floatVal: 0.999558449 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.328454 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.328454 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.328454 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.328454}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99955845}, "timestamp": {"timestamp": 1682073552.328454}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.328454}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.328454}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.328454}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052083492279052734 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.70975708961487 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 7.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007532283964030432 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0052808706485102394 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023571899998842127 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016765594482421875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 111 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.402393 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.4026649 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.4026649 } kpi_value { floatVal: 0.999562502 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.4026649 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.4026649 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.4026649 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.402665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995625}, "timestamp": {"timestamp": 1682073552.402665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.402665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.402665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.402665}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027202367782592773 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.75947618484497 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000749697035720333 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005257374121224018 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023618900002020382 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016865730285644531 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 112 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.435865 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.4361739 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.4361739 } kpi_value { floatVal: 0.999566436 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.4361739 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.4361739 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.4361739 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.436174}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99956644}, "timestamp": {"timestamp": 1682073552.436174}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.436174}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.436174}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.436174}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042996883392333984 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.80818128585815 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007453584070857027 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005234261102425426 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023665900005198637 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018470287322998047 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 113 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.484808 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.4852231 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.4852231 } kpi_value { floatVal: 0.99957031 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.4852231 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.4852231 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.4852231 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.485223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995703}, "timestamp": {"timestamp": 1682073552.485223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.485223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.485223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.485223}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035677433013916016 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.84995818138123 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 19971.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007425611754450457 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0052113380819138345 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023701200001369216 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025322437286376953 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 114 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.527372 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.5276351 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.5276351 } kpi_value { floatVal: 0.999574125 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.5276351 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.5276351 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.5276351 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.527635}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995741}, "timestamp": {"timestamp": 1682073552.527635}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.527635}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.527635}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.527635}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06293749809265137 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.91980814933777 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 12981.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007392041478327803 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005188754420159593 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023736499997539795 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019617080688476562 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 115 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.596733 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.5970571 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.5970571 } kpi_value { floatVal: 0.99957782 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.5970571 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.5970571 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.5970571 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.597057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995778}, "timestamp": {"timestamp": 1682073552.597057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.597057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.597057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.597057}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03054356575012207 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.95677733421326 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 12981.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007359760948343686 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005166456663532461 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002382654999451006 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001931905746459961 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 116 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.671614 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.671989 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.671989 } kpi_value { floatVal: 0.999581516 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.671989 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.671989 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.671989 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.671989}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995815}, "timestamp": {"timestamp": 1682073552.671989}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.671989}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.671989}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.671989}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04100370407104492 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.04217100143433 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 17175.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007322075641093403 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005144490525776758 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023916599991480325 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019283294677734375 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 117 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.719045 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.719331 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.719331 } kpi_value { floatVal: 0.999585092 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.719331 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.719331 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.719331 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.719331}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995851}, "timestamp": {"timestamp": 1682073552.719331}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.719331}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.719331}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.719331}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.056168556213378906 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.10480189323425 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 18573.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007282890084812314 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005122820806869793 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024043549990437896 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027027130126953125 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 118 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.784451 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.785166 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.785166 } kpi_value { floatVal: 0.999588668 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.785166 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.785166 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.785166 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.785166}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99958867}, "timestamp": {"timestamp": 1682073552.785166}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.785166}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.785166}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.785166}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03986239433288574 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.1537971496582 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 14379.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007243965042078787 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005101426176350048 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024170499989395466 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019211769104003906 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 119 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.830807 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.8310549 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.8310549 } kpi_value { floatVal: 0.999592125 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.8310549 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.8310549 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.8310549 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.831055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995921}, "timestamp": {"timestamp": 1682073552.831055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.831055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.831055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.831055}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04577517509460449 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.20598268508911 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 15777.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007205090333390747 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005080302763610731 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024184049993891676 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017342567443847656 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 120 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.882416 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.8827081 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.8827081 } kpi_value { floatVal: 0.999595582 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.8827081 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.8827081 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.8827081 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.882708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995956}, "timestamp": {"timestamp": 1682073552.882708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.882708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.882708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.882708}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030486106872558594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.24232912063599 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 11583.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007157016033110913 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005059540303230886 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024170499989395466 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005707740783691406 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 121 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.924784 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.9250181 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.9250181 } kpi_value { floatVal: 0.99959892 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.9250181 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.9250181 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.9250181 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.925018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995989}, "timestamp": {"timestamp": 1682073552.925018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.925018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.925018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.925018}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0620880126953125 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.31627917289734 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 708.0}, {"feature": 1.0}, {"feature": 708.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007119301475462575 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0050389325978869555 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024184049993891676 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014910697937011719 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 122 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.992431 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073552.9926491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073552.9926491 } kpi_value { floatVal: 0.999602258 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073552.9926491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073552.9926491 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073552.9926491 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.992649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99960226}, "timestamp": {"timestamp": 1682073552.992649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.992649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.992649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.992649}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04216909408569336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.36521363258362 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 708.0}, {"feature": 1.0}, {"feature": 708.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007076560813064178 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005018629371737875 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024170499989395466 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033538341522216797 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 123 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.046467 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.0470769 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.0470769 } kpi_value { floatVal: 0.999605536 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.0470769 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.0470769 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.0470769 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.047077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99960554}, "timestamp": {"timestamp": 1682073553.047077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.047077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.047077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.047077}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05014514923095703 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.42619562149048 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007049378871023061 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004998442907090589 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024184049993891676 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019834041595458984 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 124 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.104185 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.1044061 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.1044061 } kpi_value { floatVal: 0.999608755 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.1044061 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.1044061 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.1044061 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.104406}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99960876}, "timestamp": {"timestamp": 1682073553.104406}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.104406}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.104406}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.104406}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033791542053222656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.46750736236572 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007010144080059035 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004978600693048191 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024170499989395466 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001806020736694336 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 125 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.145850 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.1460869 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.1460869 } kpi_value { floatVal: 0.999611855 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.1460869 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.1460869 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.1460869 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.146087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99961185}, "timestamp": {"timestamp": 1682073553.146087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.146087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.146087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.146087}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04781079292297363 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.52341771125793 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006977368650856829 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0049589403779117264 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024184049993891676 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002241373062133789 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 126 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.201195 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.2015951 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.2015951 } kpi_value { floatVal: 0.999615 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.2015951 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.2015951 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.2015951 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.201595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999615}, "timestamp": {"timestamp": 1682073553.201595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.201595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.201595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.201595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07639193534851074 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.60755944252014 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006943828740223959 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004939521884819404 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024197599998387886 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018630027770996094 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 127 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.284880 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.2858231 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.2858231 } kpi_value { floatVal: 0.999618053 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.2858231 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.2858231 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.2858231 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.285823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99961805}, "timestamp": {"timestamp": 1682073553.285823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.285823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.285823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.285823}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03150367736816406 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.64702653884888 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006906185937562981 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004920371916196121 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024184049993891676 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001505136489868164 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 128 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.330477 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.330704 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.330704 } kpi_value { floatVal: 0.999621034 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.330704 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.330704 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.330704 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.330704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99962103}, "timestamp": {"timestamp": 1682073553.330704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.330704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.330704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.330704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0725100040435791 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.7324287891388 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 19971.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006872393953551372 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0049014127087243595 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024197599998387886 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00177001953125 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 129 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.409493 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.40971 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.40971 } kpi_value { floatVal: 0.999624 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.40971 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.40971 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.40971 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.40971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999624}, "timestamp": {"timestamp": 1682073553.40971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.40971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.40971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.40971}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03263139724731445 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.77171397209167 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006836661461604238 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004882693396872448 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024184049993891676 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021190643310546875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 130 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.449165 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.4715149 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.4715149 } kpi_value { floatVal: 0.999626935 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.4715149 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.4715149 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.4715149 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.471515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99962693}, "timestamp": {"timestamp": 1682073553.471515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.471515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.471515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.471515}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0655515193939209 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.84425640106201 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 15777.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006806096106931419 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004864146305811404 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024197599998387886 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019321441650390625 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 131 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.523982 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.524256 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.524256 } kpi_value { floatVal: 0.999629796 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.524256 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.524256 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.524256 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.524256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996298}, "timestamp": {"timestamp": 1682073553.524256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.524256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.524256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.524256}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06040143966674805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.9140088558197 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006778531894000976 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0048457891814462735 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021698474884033203 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 132 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.591348 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.591733 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.591733 } kpi_value { floatVal: 0.999632597 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.591733 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.591733 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.591733 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.591733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996326}, "timestamp": {"timestamp": 1682073553.591733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.591733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.591733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.591733}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04262042045593262 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.96339702606201 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006744969022612626 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004827691559723495 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024197599998387886 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005751848220825195 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 133 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.646659 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.6469309 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.6469309 } kpi_value { floatVal: 0.999635398 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.6469309 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.6469309 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.6469309 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.646931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996354}, "timestamp": {"timestamp": 1682073553.646931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.646931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.646931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.646931}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0576024055480957 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.03370547294617 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006716885373190229 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004809753097752739 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001943349838256836 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 134 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.710873 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.7111051 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.7111051 } kpi_value { floatVal: 0.99963814 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.7111051 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.7111051 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.7111051 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.711105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99963814}, "timestamp": {"timestamp": 1682073553.711105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.711105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.711105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.711105}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.050287723541259766 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.09058737754822 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006685171777833064 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004792046707232525 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015914440155029297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 135 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.766476 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.766705 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.766705 } kpi_value { floatVal: 0.999640822 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.766705 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.766705 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.766705 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.766705}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996408}, "timestamp": {"timestamp": 1682073553.766705}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.766705}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.766705}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.766705}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.046700477600097656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.14264345169067 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006653122426523423 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004774541600051807 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015583038330078125 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 136 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.818584 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.818831 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.818831 } kpi_value { floatVal: 0.999627709 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.818831 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.818831 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.818831 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.818831}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996277}, "timestamp": {"timestamp": 1682073553.818831}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.818831}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.818831}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.818831}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0441591739654541 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.19217228889465 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006621564890565423 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0047572267044700975 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024197599998387886 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001463174819946289 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 137 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.867759 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.867995 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.867995 } kpi_value { floatVal: 0.999630451 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.867995 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.867995 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.867995 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.867995}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99963045}, "timestamp": {"timestamp": 1682073553.867995}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.867995}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.867995}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.867995}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05415463447570801 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.25174331665039 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006598902681216516 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004740033256285914 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0039064884185791016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 138 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.930981 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.9333079 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.9333079 } kpi_value { floatVal: 0.999633133 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.9333079 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.9333079 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.9333079 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.933308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99963313}, "timestamp": {"timestamp": 1682073553.933308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.933308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.933308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.933308}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04488849639892578 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.30550575256348 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000658054834537933 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0047230012162986735 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022869110107421875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 139 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.985121 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073553.9858479 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073553.9858479 } kpi_value { floatVal: 0.999635756 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073553.9858479 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073553.9858479 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073553.9858479 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.985848}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99963576}, "timestamp": {"timestamp": 1682073553.985848}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.985848}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.985848}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.985848}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035338401794433594 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.3505642414093 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006552717928627772 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004706217507525139 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024307000001044798 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025322437286376953 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 140 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.028084 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073554.029283 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073554.029283 } kpi_value { floatVal: 0.999638379 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073554.029283 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073554.029283 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073554.029283 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.029283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996384}, "timestamp": {"timestamp": 1682073554.029283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.029283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.029283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.029283}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033883094787597656 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.39212274551392 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006758344893674119 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004695806343436414 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024355499999728636 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006090402603149414 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 141 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.073638 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073554.0740671 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073554.0740671 } kpi_value { floatVal: 0.999641 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073554.0740671 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073554.0740671 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073554.0740671 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.074067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999641}, "timestamp": {"timestamp": 1682073554.074067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.074067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.074067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.074067}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07786178588867188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.48132658004761 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006730921760620245 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0046793559042860085 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002436794999880476 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015711784362792969 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 142 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.178799 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073554.1790221 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073554.1790221 } kpi_value { floatVal: 0.999643505 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073554.1790221 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073554.1790221 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073554.1790221 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.179022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996435}, "timestamp": {"timestamp": 1682073554.179022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.179022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.179022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.179022}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05831551551818848 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.56687641143799 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006706976713347968 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004663053117584441 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024380399997880886 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002888917922973633 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 143 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.246779 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073554.2472479 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073554.2472479 } kpi_value { floatVal: 0.999646068 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073554.2472479 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073554.2472479 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073554.2472479 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.247248}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99964607}, "timestamp": {"timestamp": 1682073554.247248}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.247248}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.247248}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.247248}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05585193634033203 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.6320116519928 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006675781111174691 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004646983490087884 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002436794999880476 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014226436614990234 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 144 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.312385 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073554.312587 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073554.312587 } kpi_value { floatVal: 0.999648511 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073554.312587 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073554.312587 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073554.312587 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.312587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996485}, "timestamp": {"timestamp": 1682073554.312587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.312587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.312587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.312587}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.13454985618591309 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.77635669708252 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006952916827654478 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004642857561152089 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024380399997880886 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006523847579956055 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 145 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.471502 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073554.4719 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073554.4719 } kpi_value { floatVal: 0.999650955 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073554.4719 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073554.4719 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073554.4719 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.4719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99965096}, "timestamp": {"timestamp": 1682073554.4719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.4719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.4719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.4719}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04880189895629883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.84968662261963 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006937119109662266 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004626969148987392 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024382850000392864 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020902156829833984 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 146 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.537106 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073554.537313 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073554.537313 } kpi_value { floatVal: 0.999638617 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073554.537313 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073554.537313 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073554.537313 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.537313}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996386}, "timestamp": {"timestamp": 1682073554.537313}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.537313}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.537313}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.537313}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04632091522216797 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.91298389434814 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 7.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006906530476263921 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004611352424684762 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024385300002904842 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018596649169921875 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 147 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.801848 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073554.8020921 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073554.8020921 } kpi_value { floatVal: 0.999626458 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073554.8020921 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073554.8020921 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073554.8020921 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.802092}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99962646}, "timestamp": {"timestamp": 1682073554.802092}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.802092}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.802092}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.802092}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036870479583740234 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.16820907592773 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006876848243318573 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004595888028552806 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002439560000198071 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017180442810058594 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 148 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.845079 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073554.845541 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073554.845541 } kpi_value { floatVal: 0.999629 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073554.845541 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073554.845541 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073554.845541 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.845541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999629}, "timestamp": {"timestamp": 1682073554.845541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.845541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.845541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.845541}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0464329719543457 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.2209644317627 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006845032281953597 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004580603155286983 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024385300002904842 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022780895233154297 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 149 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.898973 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073554.899164 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073554.899164 } kpi_value { floatVal: 0.999631524 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073554.899164 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073554.899164 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073554.899164 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.899164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996315}, "timestamp": {"timestamp": 1682073554.899164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.899164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.899164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.899164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040961265563964844 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.26944375038147 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006820250266741823 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0045654091651662915 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002439560000198071 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020258426666259766 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 150 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.950678 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073554.9509449 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073554.9509449 } kpi_value { floatVal: 0.999634 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073554.9509449 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073554.9509449 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073554.9509449 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.950945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999634}, "timestamp": {"timestamp": 1682073554.950945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.950945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.950945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.950945}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03810691833496094 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.31835198402405 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006791943576234382 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004550398872098457 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002440590000105658 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022439956665039062 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 151 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.995080 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073554.9953711 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073554.9953711 } kpi_value { floatVal: 0.999636471 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073554.9953711 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073554.9953711 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073554.9953711 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.995371}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996365}, "timestamp": {"timestamp": 1682073554.995371}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.995371}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.995371}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.995371}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0311431884765625 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.35567831993103 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000676240565797427 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004535550993453784 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002439560000198071 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017194747924804688 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 152 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.032390 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.0327041 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.0327041 } kpi_value { floatVal: 0.999638855 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.0327041 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.0327041 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.0327041 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.032704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99963886}, "timestamp": {"timestamp": 1682073555.032704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.032704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.032704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.032704}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05569100379943848 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.41767835617065 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006729473071971286 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004520886959597756 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024385300002904842 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018377304077148438 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 153 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.095117 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.0953541 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.0953541 } kpi_value { floatVal: 0.99964124 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.0953541 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.0953541 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.0953541 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.095354}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99964124}, "timestamp": {"timestamp": 1682073555.095354}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.095354}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.095354}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.095354}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03384828567504883 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.45840120315552 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006697959740336046 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004506353439691082 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024382850000392864 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015552043914794922 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 154 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.136582 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.13681 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.13681 } kpi_value { floatVal: 0.999643564 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.13681 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.13681 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.13681 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.13681}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99964356}, "timestamp": {"timestamp": 1682073555.13681}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.13681}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.13681}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.13681}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0449678897857666 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.51096725463867 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006669291742010471 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00449193417668313 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024380399997880886 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014193058013916016 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 155 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.186740 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.1870911 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.1870911 } kpi_value { floatVal: 0.999630272 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.1870911 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.1870911 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.1870911 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.187091}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996303}, "timestamp": {"timestamp": 1682073555.187091}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.187091}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.187091}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.187091}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03312563896179199 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.54928302764893 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006639680769309892 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004477665566934759 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002436794999880476 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016679763793945312 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 156 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.226578 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.2268291 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.2268291 } kpi_value { floatVal: 0.999616206 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.2268291 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.2268291 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.2268291 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.226829}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996162}, "timestamp": {"timestamp": 1682073555.226829}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.226829}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.226829}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.226829}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05352973937988281 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.60948491096497 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006606685350399544 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004463572957456258 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024355499999728636 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014200210571289062 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 157 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.284988 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.2852769 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.2852769 } kpi_value { floatVal: 0.999603271 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.2852769 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.2852769 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.2852769 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.285277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996033}, "timestamp": {"timestamp": 1682073555.285277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.285277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.285277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.285277}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024839401245117188 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.63938808441162 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006576130443113182 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004449590015395677 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024307000001044798 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019769668579101562 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 158 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.316133 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.316453 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.316453 } kpi_value { floatVal: 0.999589562 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.316453 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.316453 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.316453 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.316453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99958956}, "timestamp": {"timestamp": 1682073555.316453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.316453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.316453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.316453}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08060741424560547 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.726322889328 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006549520691903052 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0044357016347266005 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003317594528198242 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 159 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.406432 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.4067459 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.4067459 } kpi_value { floatVal: 0.999578655 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.4067459 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.4067459 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.4067459 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.406746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957865}, "timestamp": {"timestamp": 1682073555.406746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.406746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.406746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.406746}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04012918472290039 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.77595591545105 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 7389.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006527262250081378 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004421907414555812 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024307000001044798 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016582012176513672 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 160 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.473954 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.474215 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.474215 } kpi_value { floatVal: 0.999565303 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.474215 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.474215 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.474215 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.474215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995653}, "timestamp": {"timestamp": 1682073555.474215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.474215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.474215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.474215}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028621673583984375 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.83199286460876 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 8787.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006498767329277646 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004408300746053349 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014407634735107422 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 161 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.507819 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.5081639 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.5081639 } kpi_value { floatVal: 0.999568 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.5081639 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.5081639 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.5081639 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.508164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999568}, "timestamp": {"timestamp": 1682073555.508164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.508164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.508164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.508164}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023604631423950195 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.86082100868225 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006470454753170605 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0043948206498027565 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015113353729248047 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 162 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.573960 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.5742109 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.5742109 } kpi_value { floatVal: 0.999570668 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.5742109 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.5742109 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.5742109 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.574211}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957067}, "timestamp": {"timestamp": 1682073555.574211}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.574211}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.574211}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.574211}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0376737117767334 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.94104552268982 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006445649202538457 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004381432620209713 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014328956604003906 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 163 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.617145 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.617532 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.617532 } kpi_value { floatVal: 0.99957335 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.617532 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.617532 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.617532 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.617532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957335}, "timestamp": {"timestamp": 1682073555.617532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.617532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.617532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.617532}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06151080131530762 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.00808882713318 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006424089451303 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004368140895454471 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002426500000183296 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017197132110595703 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 164 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.685436 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.6856749 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.6856749 } kpi_value { floatVal: 0.99956286 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.6856749 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.6856749 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.6856749 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.685675}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99956286}, "timestamp": {"timestamp": 1682073555.685675}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.685675}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.685675}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.685675}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03507208824157715 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.04992914199829 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006400811030385794 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004354986020772533 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024271500001304958 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001508474349975586 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 165 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.731625 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.73188 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.73188 } kpi_value { floatVal: 0.999565542 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.73188 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.73188 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.73188 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.73188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99956554}, "timestamp": {"timestamp": 1682073555.73188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.73188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.73188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.73188}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03986644744873047 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.10095691680908 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006374422469959251 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004341981091571113 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002426500000183296 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014209747314453125 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 166 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.778246 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.778496 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.778496 } kpi_value { floatVal: 0.999568164 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.778496 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.778496 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.778496 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.778496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99956816}, "timestamp": {"timestamp": 1682073555.778496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.778496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.778496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.778496}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03660702705383301 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.14423513412476 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006348289640799886 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004329092565180215 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013747215270996094 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 167 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.819931 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.820147 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.820147 } kpi_value { floatVal: 0.999570727 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.820147 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.820147 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.820147 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.820147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995707}, "timestamp": {"timestamp": 1682073555.820147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.820147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.820147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.820147}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06598591804504395 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.21532559394836 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 708.0}, {"feature": 1.0}, {"feature": 708.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006324528511986013 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004316298354057385 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014538764953613281 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 168 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.891944 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.89216 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.89216 } kpi_value { floatVal: 0.99957335 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.89216 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.89216 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.89216 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.89216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957335}, "timestamp": {"timestamp": 1682073555.89216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.89216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.89216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.89216}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03180646896362305 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.2531476020813 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 708.0}, {"feature": 1.0}, {"feature": 708.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006303027869906404 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0043035995245943905 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017046928405761719 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 169 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.929572 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.9297831 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.9297831 } kpi_value { floatVal: 0.999575853 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.9297831 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.9297831 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.9297831 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.929783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957585}, "timestamp": {"timestamp": 1682073555.929783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.929783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.929783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.929783}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05157184600830078 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.31057929992676 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006282414353021897 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0042910068867640875 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002426500000183296 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018379688262939453 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 170 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.986978 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073555.98718 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073555.98718 } kpi_value { floatVal: 0.999578357 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073555.98718 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073555.98718 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073555.98718 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.98718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957836}, "timestamp": {"timestamp": 1682073555.98718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.98718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.98718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.98718}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02316141128540039 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.33960270881653 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006258809532239372 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004278552381169672 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019259452819824219 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 171 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.025245 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073556.0255921 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073556.0255921 } kpi_value { floatVal: 0.99958086 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073556.0255921 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073556.0255921 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073556.0255921 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.025592}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99958086}, "timestamp": {"timestamp": 1682073556.025592}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.025592}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.025592}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.025592}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05999040603637695 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.41473627090454 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000623558918612373 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004266204658755086 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017499923706054688 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 172 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.096176 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073556.0963931 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073556.0963931 } kpi_value { floatVal: 0.999583304 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073556.0963931 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073556.0963931 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073556.0963931 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.096393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995833}, "timestamp": {"timestamp": 1682073556.096393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.096393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.096393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.096393}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06664395332336426 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.49233222007751 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006223156820881956 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004253887965730146 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002162456512451172 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 173 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.415345 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073556.4156661 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073556.4156661 } kpi_value { floatVal: 0.99957329 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073556.4156661 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073556.4156661 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073556.4156661 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.415666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995733}, "timestamp": {"timestamp": 1682073556.415666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.415666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.415666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.415666}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04538679122924805 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.79019570350647 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006200219712719319 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004241753824704382 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001505136489868164 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 174 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.466341 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073556.4665949 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073556.4665949 } kpi_value { floatVal: 0.999561 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073556.4665949 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073556.4665949 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073556.4665949 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.466595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999561}, "timestamp": {"timestamp": 1682073556.466595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.466595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.466595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.466595}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048589468002319336 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '21/04/2023 10:39:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.84432911872864 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006180440971502321 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004229697630942129 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015649795532226562 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 175 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.522971 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073556.523186 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073556.523186 } kpi_value { floatVal: 0.999549747 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073556.523186 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073556.523186 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073556.523186 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.523186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99954975}, "timestamp": {"timestamp": 1682073556.523186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.523186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.523186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.523186}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05288052558898926 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.90524911880493 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006157495113709191 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004217773556646403 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015454292297363281 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 176 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.581685 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073556.5819271 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073556.5819271 } kpi_value { floatVal: 0.99955231 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073556.5819271 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073556.5819271 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073556.5819271 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.581927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995523}, "timestamp": {"timestamp": 1682073556.581927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.581927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.581927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.581927}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03295326232910156 seconds DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } , 'endpoint_id': topology_id { context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } topology_uuid { uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8" } } device_id { device_uuid { uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b" } } endpoint_uuid { uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d" } , 'time_start': 1682073600.0, 'time_end': 1682073600.0} INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0 INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.94409894943237 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence INFO:root:No attack detected DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"} DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]} INFO:root:Performing inference... DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10) DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006133520904027162 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00420596232330192 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024197599998387886 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014452934265136719 seconds INFO:root:Inference performed correctly DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 177 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.620132 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445 DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id { context_uuid { uuid: "43813baf-195e-5da6-af20-b3d0922e71a7" } } service_uuid { uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147" } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id { kpi_id { uuid: "13" } } timestamp { timestamp: 1682073556.62037 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id { kpi_id { uuid: "14" } } timestamp { timestamp: 1682073556.62037 } kpi_value { floatVal: 0.999554873 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id { kpi_id { uuid: "15" } } timestamp { timestamp: 1682073556.62037 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id { kpi_id { uuid: "16" } } timestamp { timestamp: 1682073556.62037 } kpi_value { int32Val: 0 } DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id { kpi_id { uuid: "17" } } timestamp { timestamp: 1682073556.62037 } kpi_value { int32Val: 0 } DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.62037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995549}, "timestamp": {"timestamp": 1682073556.62037}} DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {} DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.62037}}